Businesses like banks which provide service have to worry about problem of 'Customer Churn' i.e. customers leaving and joining another service provider. It is important to understand which aspects of the service influence a customer's decision in this regard. Management can concentrate efforts on improvement of service, keeping in mind these priorities.
You as a Data scientist with the bank need to build a neural network based classifier that can determine whether a customer will leave the bank or not in the next 6 months.
# Install libraries for tensorflow
!pip install tensorflow
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# Import libraries for data manipulation
import re
import random
import numpy as np
import pandas as pd
# Import libraries for error handling
import warnings
# Import libraries for data visualization
import matplotlib.pyplot as plt
import seaborn as sns
#Import libraries for statistics
from scipy.stats import *
# Import libraries for scikit-learn
import sklearn as skl
from sklearn.tree import *
from sklearn.model_selection import *
from sklearn.metrics import *
from sklearn.preprocessing import *
# Import libraries for sampling
import imblearn as imb
from imblearn.over_sampling import *
from imblearn.under_sampling import *
# Import libraries for tensorflow
import tensorflow as tf
from tensorflow.keras import *
from tensorflow.keras.models import *
from tensorflow.keras.layers import *
from tensorflow.keras.backend import *
from tensorflow.keras.metrics import *
from tensorflow.keras.optimizers import *
# Apply settings
# Ignore warnings
warnings.filterwarnings('ignore')
# Set limit for the displayed columns in a DataFrame
pd.set_option('display.max_columns', 50)
# Set precision of floating numbers to 5 decimal points
pd.set_option('display.float_format', lambda x: '%.5f' % x)
# Set fixed seed for random number generators
random.seed(1)
np.random.seed(1)
tf.random.set_seed(1)
# Read the file
df = pd.read_csv('/content/bank_churn.csv')
# Display the rows and shape of the DataFrame
df
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 15634602 | Hargrave | 619 | France | Female | 42 | 2 | 0.00000 | 1 | 1 | 1 | 101348.88000 | 1 |
| 1 | 2 | 15647311 | Hill | 608 | Spain | Female | 41 | 1 | 83807.86000 | 1 | 0 | 1 | 112542.58000 | 0 |
| 2 | 3 | 15619304 | Onio | 502 | France | Female | 42 | 8 | 159660.80000 | 3 | 1 | 0 | 113931.57000 | 1 |
| 3 | 4 | 15701354 | Boni | 699 | France | Female | 39 | 1 | 0.00000 | 2 | 0 | 0 | 93826.63000 | 0 |
| 4 | 5 | 15737888 | Mitchell | 850 | Spain | Female | 43 | 2 | 125510.82000 | 1 | 1 | 1 | 79084.10000 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 9995 | 9996 | 15606229 | Obijiaku | 771 | France | Male | 39 | 5 | 0.00000 | 2 | 1 | 0 | 96270.64000 | 0 |
| 9996 | 9997 | 15569892 | Johnstone | 516 | France | Male | 35 | 10 | 57369.61000 | 1 | 1 | 1 | 101699.77000 | 0 |
| 9997 | 9998 | 15584532 | Liu | 709 | France | Female | 36 | 7 | 0.00000 | 1 | 0 | 1 | 42085.58000 | 1 |
| 9998 | 9999 | 15682355 | Sabbatini | 772 | Germany | Male | 42 | 3 | 75075.31000 | 2 | 1 | 0 | 92888.52000 | 1 |
| 9999 | 10000 | 15628319 | Walker | 792 | France | Female | 28 | 4 | 130142.79000 | 1 | 1 | 0 | 38190.78000 | 0 |
10000 rows × 14 columns
# Display the summary of the DataFrame
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 10000 entries, 0 to 9999 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 RowNumber 10000 non-null int64 1 CustomerId 10000 non-null int64 2 Surname 10000 non-null object 3 CreditScore 10000 non-null int64 4 Geography 10000 non-null object 5 Gender 10000 non-null object 6 Age 10000 non-null int64 7 Tenure 10000 non-null int64 8 Balance 10000 non-null float64 9 NumOfProducts 10000 non-null int64 10 HasCrCard 10000 non-null int64 11 IsActiveMember 10000 non-null int64 12 EstimatedSalary 10000 non-null float64 13 Exited 10000 non-null int64 dtypes: float64(2), int64(9), object(3) memory usage: 1.1+ MB
# Display how many missing values are present in the dataset
df.isna().sum()
RowNumber 0 CustomerId 0 Surname 0 CreditScore 0 Geography 0 Gender 0 Age 0 Tenure 0 Balance 0 NumOfProducts 0 HasCrCard 0 IsActiveMember 0 EstimatedSalary 0 Exited 0 dtype: int64
# Display how many duplicate records are present in the dataset
df.duplicated().sum()
0
# Display how many duplicate customerIds are present in the dataset
df[df['RowNumber'].duplicated() == True]
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited |
|---|
# Display how many duplicate customerIds are present in the dataset
df[df['CustomerId'].duplicated() == True]
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited |
|---|
# Display unique values in the dataset
df.nunique()
RowNumber 10000 CustomerId 10000 Surname 2932 CreditScore 460 Geography 3 Gender 2 Age 70 Tenure 11 Balance 6382 NumOfProducts 4 HasCrCard 2 IsActiveMember 2 EstimatedSalary 9999 Exited 2 dtype: int64
# Display the statistical summary of all columns
df.describe(include = 'all').transpose()
| count | unique | top | freq | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| RowNumber | 10000.00000 | NaN | NaN | NaN | 5000.50000 | 2886.89568 | 1.00000 | 2500.75000 | 5000.50000 | 7500.25000 | 10000.00000 |
| CustomerId | 10000.00000 | NaN | NaN | NaN | 15690940.56940 | 71936.18612 | 15565701.00000 | 15628528.25000 | 15690738.00000 | 15753233.75000 | 15815690.00000 |
| Surname | 10000 | 2932 | Smith | 32 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| CreditScore | 10000.00000 | NaN | NaN | NaN | 650.52880 | 96.65330 | 350.00000 | 584.00000 | 652.00000 | 718.00000 | 850.00000 |
| Geography | 10000 | 3 | France | 5014 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Gender | 10000 | 2 | Male | 5457 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Age | 10000.00000 | NaN | NaN | NaN | 38.92180 | 10.48781 | 18.00000 | 32.00000 | 37.00000 | 44.00000 | 92.00000 |
| Tenure | 10000.00000 | NaN | NaN | NaN | 5.01280 | 2.89217 | 0.00000 | 3.00000 | 5.00000 | 7.00000 | 10.00000 |
| Balance | 10000.00000 | NaN | NaN | NaN | 76485.88929 | 62397.40520 | 0.00000 | 0.00000 | 97198.54000 | 127644.24000 | 250898.09000 |
| NumOfProducts | 10000.00000 | NaN | NaN | NaN | 1.53020 | 0.58165 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 10000.00000 | NaN | NaN | NaN | 0.70550 | 0.45584 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 10000.00000 | NaN | NaN | NaN | 0.51510 | 0.49980 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 10000.00000 | NaN | NaN | NaN | 100090.23988 | 57510.49282 | 11.58000 | 51002.11000 | 100193.91500 | 149388.24750 | 199992.48000 |
| Exited | 10000.00000 | NaN | NaN | NaN | 0.20370 | 0.40277 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
# Create a list of variables that will group all categorical columns and numerical columns
cat_cols = ['Geography', 'Gender', 'HasCrCard', 'IsActiveMember', 'Exited']
num_cols = ['CreditScore', 'Age', 'Tenure', 'Balance', 'NumOfProducts', 'EstimatedSalary']
# Display the count of unique categorical values in each column
for cat_col in cat_cols:
print(df[cat_col].value_counts(dropna = False))
print('-' * 50)
France 5014 Germany 2509 Spain 2477 Name: Geography, dtype: int64 -------------------------------------------------- Male 5457 Female 4543 Name: Gender, dtype: int64 -------------------------------------------------- 1 7055 0 2945 Name: HasCrCard, dtype: int64 -------------------------------------------------- 1 5151 0 4849 Name: IsActiveMember, dtype: int64 -------------------------------------------------- 0 7963 1 2037 Name: Exited, dtype: int64 --------------------------------------------------
# Display the percentage of unique categorical values in each column
for cat_col in cat_cols:
print(df[cat_col].value_counts(normalize = True, dropna = False).mul(100))
print('-' * 50)
France 50.14000 Germany 25.09000 Spain 24.77000 Name: Geography, dtype: float64 -------------------------------------------------- Male 54.57000 Female 45.43000 Name: Gender, dtype: float64 -------------------------------------------------- 1 70.55000 0 29.45000 Name: HasCrCard, dtype: float64 -------------------------------------------------- 1 51.51000 0 48.49000 Name: IsActiveMember, dtype: float64 -------------------------------------------------- 0 79.63000 1 20.37000 Name: Exited, dtype: float64 --------------------------------------------------
Observations:
# User-defined functions
def show_boxplot_histplot(data, feature, hue = None, figsize = (11.75, 7), kde = True, bins = None):
'''
Description: Function to plot a boxplot and a histogram along the same scale
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
hue: str, optional
To show the hue, default: None
figsize: tuple, optional
The figure size in inches, default: (11.75, 7)
kde: bool, optional
To show the kernel density estimate, default: True
bins: int, optional
The number of bins for histogram, default: None
'''
# Creating the 2 subplots
f2, (ax_box2, ax_hist2) = plt.subplots(
nrows = 2,
sharex = True,
gridspec_kw = {'height_ratios': (0.25, 0.75)},
figsize = figsize
)
# Adjust the subplot layout parameters
f2.subplots_adjust(hspace = 0.25)
# Create the boxplot with a star to indicate the mean value of the column
sns.boxplot(data = data, x = feature, hue = hue, ax = ax_box2, showmeans = True, color = 'violet')
# Create the histogram
if bins:
sns.histplot(data = data, x = feature, hue = hue, kde = kde, ax = ax_hist2, ins = bins, palette = 'winter')
else:
sns.histplot(data = data, x = feature, hue = hue, kde = kde, ax = ax_hist2)
# Add mean to the histogram
ax_hist2.axvline(data[feature].mean(), color = 'green', linestyle = '--')
# Add median to the histogram
ax_hist2.axvline(data[feature].median(), color = 'black', linestyle = '-')
# Set title
ax_box2.set_title(('Boxplot of ' + feature), fontsize = 11)
ax_hist2.set_title(('Distribution of ' + feature), fontsize = 11)
def show_countplot(data, feature, hue = None, n = None, ascending = False, figsize = (11.75, 5)):
'''
Description: Function to plot a barplot with labeled percentage or count
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
hue: str, optional
To show the hue, default: None
n: int, optional
To show the top n category levels, default: None (display all levels)
ascending: bool, optional
To sort the bar by count, default: False
figsize: tuple, optional
The figure size in inches, default: (11.75, 5)
'''
total = len(data[feature])
count = data[feature].nunique()
order = data[feature].value_counts().index.tolist()[:n]
if ascending == True:
order.reverse()
plt.figure(figsize = figsize)
plt.xticks(rotation = 90)
plt.xlim(0, data[feature].value_counts().tolist()[0] * 1.5)
if hue == None:
hue = feature
ax = sns.countplot(data = data, y = feature, hue = hue, palette = 'Paired', order = order, legend = False)
ax.set_title('Number of ' + feature, fontsize = 11)
for patch in ax.patches:
x = patch.get_x() + patch.get_width()
y = patch.get_y() + patch.get_height() / 1.75
cnt = ('{:.0f}').format(patch.get_width())
pct = ('{:.2f}%').format(100 * patch.get_width() / len(data))
ax.annotate(cnt + ' (' + pct + ')', (x, y), ha = 'left', va = 'center', xytext = (0, 2.5), textcoords = 'offset points')
plt.show()
def get_outliers(data, feature):
'''
Description: Function that will return the outliers from a DataFrame
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
'''
q1 = data[feature].quantile(0.25)
q3 = data[feature].quantile(0.75)
iqr = q3 - q1
data = data[((data[feature] < (q1 - 1.5 * iqr)) | (data[feature] > (q3 + 1.5 * iqr)))]
return data
def show_pairplot(data, diag_kind = 'kde', size = 2, hue = None):
'''
Description: Function to plot a barplot with labeled percentage or count
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
diag_kind: str, optional
The type of pairplot diagram, default: kde
size: int, optional
The plot size in inches, default: 2
hue: str, optional
To show the hue, default: None
'''
if hue:
ax = sns.pairplot(data = data, diag_kind = 'kde', size = size, hue = hue)
ax.fig.suptitle('Relationship of Numerical Variables with regards to ' + hue, y = 1.005, size = 11)
else:
ax = sns.pairplot(data = data, diag_kind = 'kde', size = size)
ax.fig.suptitle('Relationship of Numerical Variables', y = 1.005, size = 11)
plt.show()
def show_heatmap(data, figsize = (12, 9), cmap = 'Spectral', annot = True, vmin = -1, vmax = 1, fmt = '.2f'):
'''
Description: Function to plot a barplot with labeled percentage or count
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
figsize: tuple, optional
The figure size in inches, default: (12, 9)
cmap: str, optional
To color map name, default: Spectral
vmin: float, optional
The minimum value to anchor the color map, default: -1
vmax: float, optional
The maximum value to anchor the color map, default: 1
fmt: str, optional
The formatting used in the annotation, default: .2f
'''
plt.figure(figsize = figsize)
ax = sns.heatmap(data.corr(), annot = annot, vmin = vmin, vmax = vmax, fmt = fmt, cmap = cmap)
ax.set_title('Correlation of Numerical Variables', fontsize = 11)
plt.show()
def show_distplot_boxplot(data, feature, target, figsize = (10, 7)):
'''
Description: Function to plot a histogram and a boxplot with hue along the same scale
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
target: str, required
To show the diagrams based on the target's value
figsize: tuple, optional
The figure size in inches, default: (10, 7)
'''
fig, axs = plt.subplots(2, 2, figsize = figsize)
target_uniq = data[target].unique()
axs[0, 0].set_title('Distribution of ' + feature + ' for ' + target + ' = ' + str(target_uniq[0]), fontsize = 11)
sns.histplot(data = data[data[target] == target_uniq[0]],x = feature, kde = True, ax = axs[0, 0], color = 'teal', stat = 'density')
axs[0, 1].set_title('Distribution of ' + feature + ' for ' + target + ' = ' + str(target_uniq[1]), fontsize = 11)
sns.histplot(data = data[data[target] == target_uniq[1]], x = feature, kde = True, ax = axs[0, 1], color = 'orange', stat = 'density')
axs[1, 0].set_title('Boxplot of ' + feature + ' w/ regards to ' + target, fontsize = 11)
sns.boxplot(data = data, x = target, y = feature, hue = target, ax = axs[1, 0], palette = 'gist_rainbow', legend = False)
axs[1, 1].set_title('Boxplot (w/o outliers) of ' + feature + ' w/ regards to ' + target, fontsize = 11)
sns.boxplot(data = data, x = target, y = feature, hue = target, ax = axs[1, 1], showfliers = False, palette = 'gist_rainbow', legend = False)
plt.tight_layout()
plt.show()
def show_stackedbarplot(data, feature, target, figsize = (5, 3)):
'''
Description: Function to plot a stacked barplot with hue within the same bar
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
target: str, required
To display the hue within the same plot using the target's value
figsize: tuple, optional
The figure size in inches, default: (5, 3)
'''
count = data[feature].nunique()
sorter = data[target].value_counts().index[-1]
tab1 = pd.crosstab(data[feature], data[target], margins = True)
display(tab1)
tab2 = pd.crosstab(data[feature], data[target], normalize = 'index').sort_values(by = sorter, ascending = False)
ax = tab2.plot(kind = 'bar', stacked = True, figsize = figsize)
ax.set_title('Stacked Barplot of ' + feature + ' w/ regards to ' + target, fontsize = 11)
plt.legend(loc = 'lower left', frameon = False)
plt.legend(loc = 'upper left', bbox_to_anchor = (1, 1))
plt.show()
def show_pointplot(data, feature, category, target, estimator = 'mean', figsize = (5, 3)):
'''
Description: Function to plot a pointlot with category variable and hue
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
feature: str, required
Name of the feature column
category: str, required
Name of the categorical column
target: str, required
To display the hue within the same plot using the target's value
estimator: str, required
The calculated cetral tendency of the feature , default: mean
figsize: tuple, optional
The figure size in inches, default: (5, 3)
'''
plt.figure(figsize = figsize)
ax = sns.pointplot(data = data, y = feature, x = category, hue = target, estimator = estimator)
ax.set_title('Pointplot of ' + feature + ' per ' + category + ' w/ regards to ' + target, fontsize = 11)
plt.show()
def show_significance(data, target, significance_level = 0.05):
'''
Description: Function to significance of each feature variables vs target variable
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
target: str, required
To display the hue within the same plot using the target's value
significance_level: float, optional
The significance level where the p_value will be compared with, default: 0.05
'''
for feature in list(data.columns):
if target != feature:
crosstab = pd.crosstab(data[target], data[feature])
chi, p_value, dof, expected = chi2_contingency(crosstab)
if p_value < significance_level:
print('*', feature, 'score has an effect on', target, 'as the p_value', p_value.round(3), '< significance_level', significance_level)
else:
print(' ', feature, 'score has no effect on', target, 'as the p_value', p_value.round(3), '>= significance_level', significance_level)
# Display the number of customers with regards to Geography
show_countplot(data = df, feature = 'Geography', figsize = (11.75, 2))
Observations:
# Display the number of customers with regards to Gender
show_countplot(data = df, feature = 'Gender', figsize = (11.75, 2))
Observations:
# Display the number of customers with regards to HasCrCard
show_countplot(data = df, feature = 'HasCrCard', figsize = (11.75, 2))
Observations:
# Display the number of customers with regards to IsActiveMember
show_countplot(data = df, feature = 'IsActiveMember', figsize = (11.75, 2))
Observations:
# Display the number of customers with regards to Exited
show_countplot(data = df, feature = 'Exited', figsize = (11.75, 2))
Observations:
# Display the distribution of customers with regards to CreditScore
show_boxplot_histplot(data = df, feature = 'CreditScore')
# Create a dataset of outliers for CreditScore
df_creditscore_outliers = get_outliers(data = df, feature = 'CreditScore')
df_creditscore_outliers
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7 | 8 | 15656148 | Obinna | 376 | Germany | Female | 29 | 4 | 115046.74000 | 4 | 1 | 0 | 119346.88000 | 1 |
| 942 | 943 | 15804586 | Lin | 376 | France | Female | 46 | 6 | 0.00000 | 1 | 1 | 0 | 157333.69000 | 1 |
| 1193 | 1194 | 15779947 | Thomas | 363 | Spain | Female | 28 | 6 | 146098.43000 | 3 | 1 | 0 | 100615.14000 | 1 |
| 1405 | 1406 | 15612494 | Panicucci | 359 | France | Female | 44 | 6 | 128747.69000 | 1 | 1 | 0 | 146955.71000 | 1 |
| 1631 | 1632 | 15685372 | Azubuike | 350 | Spain | Male | 54 | 1 | 152677.48000 | 1 | 1 | 1 | 191973.49000 | 1 |
| 1838 | 1839 | 15758813 | Campbell | 350 | Germany | Male | 39 | 0 | 109733.20000 | 2 | 0 | 0 | 123602.11000 | 1 |
| 1962 | 1963 | 15692416 | Aikenhead | 358 | Spain | Female | 52 | 8 | 143542.36000 | 3 | 1 | 0 | 141959.11000 | 1 |
| 2473 | 2474 | 15679249 | Chou | 351 | Germany | Female | 57 | 4 | 163146.46000 | 1 | 1 | 0 | 169621.69000 | 1 |
| 2579 | 2580 | 15597896 | Ozoemena | 365 | Germany | Male | 30 | 0 | 127760.07000 | 1 | 1 | 0 | 81537.85000 | 1 |
| 8154 | 8155 | 15791533 | Ch'ien | 367 | Spain | Male | 42 | 6 | 93608.28000 | 1 | 1 | 0 | 168816.73000 | 1 |
| 8723 | 8724 | 15803202 | Onyekachi | 350 | France | Male | 51 | 10 | 0.00000 | 1 | 1 | 1 | 125823.79000 | 1 |
| 8762 | 8763 | 15765173 | Lin | 350 | France | Female | 60 | 3 | 0.00000 | 1 | 0 | 0 | 113796.15000 | 1 |
| 9210 | 9211 | 15792650 | Watts | 382 | Spain | Male | 36 | 0 | 0.00000 | 1 | 1 | 1 | 179540.73000 | 1 |
| 9356 | 9357 | 15734711 | Loggia | 373 | France | Male | 42 | 7 | 0.00000 | 1 | 1 | 0 | 77786.37000 | 1 |
| 9624 | 9625 | 15668309 | Maslow | 350 | France | Female | 40 | 0 | 111098.85000 | 1 | 1 | 1 | 172321.21000 | 1 |
Observations:
# Display the distribution of customers with regards to Age
show_boxplot_histplot(data = df, feature = 'Age')
# Create a dataset of outliers for Age
df_age_outliers = get_outliers(data = df, feature = 'Age')
df_age_outliers
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58 | 59 | 15623944 | T'ien | 511 | Spain | Female | 66 | 4 | 0.00000 | 1 | 1 | 0 | 1643.11000 | 1 |
| 85 | 86 | 15805254 | Ndukaku | 652 | Spain | Female | 75 | 10 | 0.00000 | 2 | 1 | 1 | 114675.75000 | 0 |
| 104 | 105 | 15804919 | Dunbabin | 670 | Spain | Female | 65 | 1 | 0.00000 | 1 | 1 | 1 | 177655.68000 | 1 |
| 158 | 159 | 15589975 | Maclean | 646 | France | Female | 73 | 6 | 97259.25000 | 1 | 0 | 1 | 104719.66000 | 0 |
| 181 | 182 | 15789669 | Hsia | 510 | France | Male | 65 | 2 | 0.00000 | 2 | 1 | 1 | 48071.61000 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 9753 | 9754 | 15705174 | Chiedozie | 656 | Germany | Male | 68 | 7 | 153545.11000 | 1 | 1 | 1 | 186574.68000 | 0 |
| 9765 | 9766 | 15777067 | Thomas | 445 | France | Male | 64 | 2 | 136770.67000 | 1 | 0 | 1 | 43678.06000 | 0 |
| 9832 | 9833 | 15814690 | Chukwujekwu | 595 | Germany | Female | 64 | 2 | 105736.32000 | 1 | 1 | 1 | 89935.73000 | 1 |
| 9894 | 9895 | 15704795 | Vagin | 521 | France | Female | 77 | 6 | 0.00000 | 2 | 1 | 1 | 49054.10000 | 0 |
| 9936 | 9937 | 15653037 | Parks | 609 | France | Male | 77 | 1 | 0.00000 | 1 | 0 | 1 | 18708.76000 | 0 |
359 rows × 14 columns
Observations:
# Display the distribution of customers with regards to Tenure
show_boxplot_histplot(data = df, feature = 'Tenure')
Observations:
# Display the distribution of customers with regards to Balance
show_boxplot_histplot(data = df, feature = 'Balance')
Observations:
# Display the distribution of customers with regards to NumOfProducts
show_boxplot_histplot(data = df, feature = 'NumOfProducts')
# Create a dataset of outliers for NumOfProducts
df_numofproducts_outliers = get_outliers(data = df, feature = 'NumOfProducts')
df_numofproducts_outliers
| RowNumber | CustomerId | Surname | CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7 | 8 | 15656148 | Obinna | 376 | Germany | Female | 29 | 4 | 115046.74000 | 4 | 1 | 0 | 119346.88000 | 1 |
| 70 | 71 | 15703793 | Konovalova | 738 | Germany | Male | 58 | 2 | 133745.44000 | 4 | 1 | 0 | 28373.86000 | 1 |
| 1254 | 1255 | 15610383 | Dumetolisa | 628 | France | Female | 46 | 1 | 46870.43000 | 4 | 1 | 0 | 31272.14000 | 1 |
| 1469 | 1470 | 15670374 | Wright | 819 | Germany | Female | 49 | 1 | 120656.86000 | 4 | 0 | 0 | 166164.30000 | 1 |
| 1488 | 1489 | 15625824 | Kornilova | 596 | Spain | Male | 30 | 6 | 121345.88000 | 4 | 1 | 0 | 41921.75000 | 1 |
| 1701 | 1702 | 15605279 | Francis | 792 | France | Male | 50 | 9 | 0.00000 | 4 | 1 | 1 | 194700.81000 | 1 |
| 1876 | 1877 | 15664754 | Steele | 640 | Germany | Male | 39 | 9 | 131607.28000 | 4 | 0 | 1 | 6981.43000 | 1 |
| 2124 | 2125 | 15603851 | Galkin | 704 | France | Male | 32 | 7 | 127785.17000 | 4 | 0 | 0 | 184464.70000 | 1 |
| 2196 | 2197 | 15791700 | Ugochukwutubelum | 773 | Germany | Male | 47 | 2 | 118079.47000 | 4 | 1 | 1 | 143007.49000 | 1 |
| 2285 | 2286 | 15783615 | Ramos | 630 | Germany | Male | 50 | 3 | 129370.91000 | 4 | 1 | 1 | 47775.34000 | 1 |
| 2462 | 2463 | 15704442 | Fleming | 672 | France | Female | 53 | 9 | 169406.33000 | 4 | 1 | 1 | 147311.47000 | 1 |
| 2499 | 2500 | 15634974 | Seppelt | 614 | France | Female | 37 | 8 | 75150.34000 | 4 | 0 | 1 | 131766.67000 | 1 |
| 2509 | 2510 | 15689341 | Gibbs | 655 | France | Female | 50 | 10 | 0.00000 | 4 | 1 | 0 | 179267.94000 | 1 |
| 2541 | 2542 | 15679770 | Smith | 611 | France | Female | 61 | 3 | 131583.59000 | 4 | 0 | 1 | 66238.23000 | 1 |
| 2614 | 2615 | 15640846 | Chibueze | 546 | Germany | Female | 58 | 3 | 106458.31000 | 4 | 1 | 0 | 128881.87000 | 1 |
| 2617 | 2618 | 15602735 | Kuo | 692 | Germany | Male | 45 | 6 | 152296.83000 | 4 | 0 | 1 | 108040.86000 | 1 |
| 2872 | 2873 | 15671591 | Castiglione | 439 | Spain | Male | 52 | 3 | 96196.24000 | 4 | 1 | 0 | 198874.52000 | 1 |
| 3152 | 3153 | 15724161 | Sutton | 644 | France | Female | 40 | 9 | 137285.26000 | 4 | 1 | 0 | 77063.63000 | 1 |
| 3365 | 3366 | 15764431 | Chinwenma | 671 | Spain | Female | 34 | 5 | 130929.02000 | 4 | 1 | 1 | 28238.25000 | 1 |
| 3841 | 3842 | 15750778 | Ponomarev | 653 | France | Female | 60 | 2 | 120731.39000 | 4 | 1 | 1 | 138160.11000 | 1 |
| 4013 | 4014 | 15653776 | Salier | 720 | Germany | Female | 57 | 1 | 162082.31000 | 4 | 0 | 0 | 27145.73000 | 1 |
| 4014 | 4015 | 15597914 | Evdokimov | 641 | Germany | Female | 51 | 2 | 117306.69000 | 4 | 1 | 1 | 26912.72000 | 1 |
| 4166 | 4167 | 15654562 | Ma | 850 | Spain | Female | 45 | 5 | 174088.30000 | 4 | 1 | 0 | 5669.31000 | 1 |
| 4260 | 4261 | 15664555 | Hughes | 587 | France | Male | 40 | 2 | 0.00000 | 4 | 0 | 1 | 106174.70000 | 1 |
| 4403 | 4404 | 15616859 | Bonwick | 602 | Germany | Female | 43 | 2 | 113641.49000 | 4 | 1 | 0 | 115116.35000 | 1 |
| 4511 | 4512 | 15568006 | Ukaegbunam | 634 | France | Female | 45 | 2 | 0.00000 | 4 | 1 | 0 | 101039.53000 | 1 |
| 4516 | 4517 | 15812210 | Yashina | 497 | Germany | Female | 32 | 8 | 111537.23000 | 4 | 1 | 1 | 9497.99000 | 1 |
| 4606 | 4607 | 15784958 | Allan | 797 | France | Female | 55 | 10 | 0.00000 | 4 | 1 | 1 | 49418.87000 | 1 |
| 4654 | 4655 | 15593976 | Swanson | 578 | Germany | Female | 31 | 5 | 102088.68000 | 4 | 0 | 0 | 187866.21000 | 1 |
| 4748 | 4749 | 15759067 | Bromby | 537 | Germany | Female | 37 | 7 | 158411.95000 | 4 | 1 | 1 | 117690.58000 | 1 |
| 4822 | 4823 | 15805704 | Murphy | 745 | France | Female | 32 | 2 | 0.00000 | 4 | 0 | 1 | 179705.13000 | 1 |
| 5010 | 5011 | 15719508 | Davis | 575 | Germany | Male | 49 | 7 | 121205.15000 | 4 | 1 | 1 | 168080.53000 | 1 |
| 5137 | 5138 | 15601594 | Ifeanacho | 698 | France | Female | 51 | 6 | 144237.91000 | 4 | 1 | 0 | 157143.61000 | 1 |
| 5235 | 5236 | 15608528 | Munro | 645 | France | Female | 68 | 9 | 0.00000 | 4 | 1 | 1 | 176353.87000 | 1 |
| 5386 | 5387 | 15668283 | Gardiner | 642 | France | Male | 48 | 9 | 118317.27000 | 4 | 0 | 0 | 78702.98000 | 1 |
| 5700 | 5701 | 15812888 | Perreault | 447 | France | Male | 41 | 3 | 0.00000 | 4 | 1 | 1 | 197490.39000 | 1 |
| 5904 | 5905 | 15664270 | Balsillie | 692 | Germany | Male | 45 | 6 | 142084.04000 | 4 | 1 | 0 | 188305.85000 | 1 |
| 6150 | 6151 | 15625761 | Maclean | 632 | Germany | Male | 41 | 8 | 127205.32000 | 4 | 1 | 0 | 93874.87000 | 1 |
| 6172 | 6173 | 15656822 | Day | 568 | Germany | Male | 43 | 5 | 87612.64000 | 4 | 1 | 1 | 107155.40000 | 1 |
| 6279 | 6280 | 15608338 | Chiemenam | 757 | Spain | Female | 55 | 9 | 117294.12000 | 4 | 1 | 0 | 94187.47000 | 1 |
| 6750 | 6751 | 15690546 | Riley | 618 | France | Female | 42 | 2 | 0.00000 | 4 | 0 | 0 | 111097.39000 | 1 |
| 6875 | 6876 | 15665283 | Brookes | 610 | France | Female | 57 | 7 | 72092.95000 | 4 | 0 | 1 | 113228.82000 | 1 |
| 7257 | 7258 | 15648681 | Voronoff | 747 | France | Female | 47 | 5 | 139914.60000 | 4 | 0 | 1 | 129964.56000 | 1 |
| 7457 | 7458 | 15668889 | Galgano | 665 | Germany | Female | 43 | 2 | 116322.27000 | 4 | 1 | 0 | 35640.12000 | 1 |
| 7567 | 7568 | 15750545 | Chidiebere | 629 | France | Male | 44 | 5 | 0.00000 | 4 | 0 | 0 | 117572.59000 | 1 |
| 7698 | 7699 | 15691513 | Dawkins | 592 | France | Male | 60 | 9 | 0.00000 | 4 | 1 | 1 | 13614.01000 | 1 |
| 7724 | 7725 | 15673591 | Oluchukwu | 842 | France | Male | 44 | 3 | 141252.18000 | 4 | 0 | 1 | 128521.16000 | 1 |
| 7729 | 7730 | 15681007 | Yen | 850 | France | Female | 35 | 2 | 128548.49000 | 4 | 1 | 0 | 75478.95000 | 1 |
| 8041 | 8042 | 15701439 | Fanucci | 698 | Spain | Female | 50 | 1 | 0.00000 | 4 | 1 | 0 | 88566.90000 | 1 |
| 8590 | 8591 | 15633194 | Osborne | 771 | France | Female | 41 | 10 | 108309.00000 | 4 | 1 | 1 | 137510.41000 | 1 |
| 8683 | 8684 | 15599329 | Christopher | 697 | France | Female | 49 | 7 | 195238.29000 | 4 | 0 | 1 | 131083.56000 | 1 |
| 8850 | 8851 | 15590201 | Fiorentini | 500 | Spain | Female | 50 | 5 | 0.00000 | 4 | 1 | 1 | 83866.35000 | 1 |
| 8923 | 8924 | 15570002 | Burlingame | 625 | Germany | Female | 55 | 8 | 118772.71000 | 4 | 0 | 0 | 135853.62000 | 1 |
| 9215 | 9216 | 15624180 | Genovesi | 584 | Germany | Female | 37 | 10 | 134171.80000 | 4 | 1 | 1 | 70927.11000 | 1 |
| 9255 | 9256 | 15622033 | Rapuluchukwu | 847 | Germany | Female | 41 | 3 | 101543.51000 | 4 | 1 | 0 | 16025.17000 | 1 |
| 9323 | 9324 | 15815316 | Kennedy | 644 | France | Male | 50 | 9 | 76817.00000 | 4 | 1 | 0 | 196371.13000 | 1 |
| 9370 | 9371 | 15732438 | Cheng | 561 | France | Male | 43 | 4 | 0.00000 | 4 | 0 | 0 | 18522.91000 | 1 |
| 9411 | 9412 | 15796115 | Forbes | 689 | Germany | Female | 40 | 4 | 78119.59000 | 4 | 1 | 0 | 119259.34000 | 1 |
| 9540 | 9541 | 15634551 | Williamson | 727 | Germany | Male | 46 | 3 | 115248.11000 | 4 | 1 | 0 | 130752.01000 | 1 |
| 9565 | 9566 | 15752294 | Long | 582 | France | Female | 38 | 9 | 135979.01000 | 4 | 1 | 1 | 76582.95000 | 1 |
Observations:
# Display the distribution of customers with regards to EstimatedSalary
show_boxplot_histplot(data = df, feature = 'EstimatedSalary')
Observations:
# Display the relationships of Numerical Variables
show_heatmap(data = df[num_cols], figsize = (15, 11))
# Display the relationships of Numerical Variables with regards to Exited
show_pairplot(data = df[num_cols + ['Exited']], hue = 'Exited')
Observations:
# Display the distribution of CreditScore with regards to Exited
show_distplot_boxplot(data = df, feature = 'CreditScore', target = 'Exited', figsize = (12, 7))
# Display the distribution of CreditScore per Geography with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of CreditScore per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of CreditScore per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of Age with regards to Exited
show_distplot_boxplot(data = df, feature = 'Age', target = 'Exited', figsize = (12, 7))
# Display the distribution of Age per Geography with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of Age per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of Age per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of Tenure with regards to Exited
show_distplot_boxplot(data = df, feature = 'Tenure', target = 'Exited', figsize = (12, 7))
# Display the distribution of Tenure per Geography with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of Tenure per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of Tenure per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of Balance with regards to Exited
show_distplot_boxplot(data = df, feature = 'Balance', target = 'Exited', figsize = (12, 7))
# Display the distribution of Balance per Geography with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of Balance per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of Balance per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of NumOfProducts with regards to Exited
show_distplot_boxplot(data = df, feature = 'NumOfProducts', target = 'Exited', figsize = (12, 7))
# Display the distribution of NumOfProducts per Geography with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of NumOfProducts per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of NumOfProducts per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of EstimatedSalary with regards to Exited
show_distplot_boxplot(data = df, feature = 'EstimatedSalary', target = 'Exited', figsize = (12, 7))
# Display the distribution of EstimatedSalary per Geography with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'Geography', target = 'Exited', figsize = (9, 3))
# Display the distribution of EstimatedSalary per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))
# Display the distribution of EstimatedSalary per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))
Observations:
# Display the distribution of Geography with regards to Exited
show_stackedbarplot(data = df, feature = 'Geography', target = 'Exited')
| Exited | 0 | 1 | All |
|---|---|---|---|
| Geography | |||
| France | 4204 | 810 | 5014 |
| Germany | 1695 | 814 | 2509 |
| Spain | 2064 | 413 | 2477 |
| All | 7963 | 2037 | 10000 |
Observations:
# Display the distribution of Gender with regards to Exited
show_stackedbarplot(data = df, feature = 'Gender', target = 'Exited')
| Exited | 0 | 1 | All |
|---|---|---|---|
| Gender | |||
| Female | 3404 | 1139 | 4543 |
| Male | 4559 | 898 | 5457 |
| All | 7963 | 2037 | 10000 |
Observations:
# Display the distribution of HasCrCard with regards to Exited
show_stackedbarplot(data = df, feature = 'HasCrCard', target = 'Exited')
| Exited | 0 | 1 | All |
|---|---|---|---|
| HasCrCard | |||
| 0 | 2332 | 613 | 2945 |
| 1 | 5631 | 1424 | 7055 |
| All | 7963 | 2037 | 10000 |
Observations:
# Display the distribution of IsActiveMember with regards to Exited
show_stackedbarplot(data = df, feature = 'IsActiveMember', target = 'Exited')
| Exited | 0 | 1 | All |
|---|---|---|---|
| IsActiveMember | |||
| 0 | 3547 | 1302 | 4849 |
| 1 | 4416 | 735 | 5151 |
| All | 7963 | 2037 | 10000 |
Observations:
# Display the significance of each feature with regards to Exited
show_significance(data = df[cat_cols + num_cols], target = 'Exited')
* Geography score has an effect on Exited as the p_value 0.0 < significance_level 0.05 * Gender score has an effect on Exited as the p_value 0.0 < significance_level 0.05 HasCrCard score has no effect on Exited as the p_value 0.492 >= significance_level 0.05 * IsActiveMember score has an effect on Exited as the p_value 0.0 < significance_level 0.05 * CreditScore score has an effect on Exited as the p_value 0.049 < significance_level 0.05 * Age score has an effect on Exited as the p_value 0.0 < significance_level 0.05 Tenure score has no effect on Exited as the p_value 0.178 >= significance_level 0.05 * Balance score has an effect on Exited as the p_value 0.0 < significance_level 0.05 * NumOfProducts score has an effect on Exited as the p_value 0.0 < significance_level 0.05 EstimatedSalary score has no effect on Exited as the p_value 0.492 >= significance_level 0.05
Observations:
# Display the statistical summary of all columns for churned customer
df[df['Exited'] == 1].describe(include = 'all').transpose()
| count | unique | top | freq | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| RowNumber | 2037.00000 | NaN | NaN | NaN | 4905.91753 | 2866.85524 | 1.00000 | 2419.00000 | 4871.00000 | 7404.00000 | 9999.00000 |
| CustomerId | 2037.00000 | NaN | NaN | NaN | 15690051.96465 | 72692.62392 | 15565706.00000 | 15627360.00000 | 15688963.00000 | 15753092.00000 | 15815656.00000 |
| Surname | 2037 | 1188 | Smith | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| CreditScore | 2037.00000 | NaN | NaN | NaN | 645.35150 | 100.32150 | 350.00000 | 578.00000 | 646.00000 | 716.00000 | 850.00000 |
| Geography | 2037 | 3 | Germany | 814 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Gender | 2037 | 2 | Female | 1139 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Age | 2037.00000 | NaN | NaN | NaN | 44.83800 | 9.76156 | 18.00000 | 38.00000 | 45.00000 | 51.00000 | 84.00000 |
| Tenure | 2037.00000 | NaN | NaN | NaN | 4.93274 | 2.93611 | 0.00000 | 2.00000 | 5.00000 | 8.00000 | 10.00000 |
| Balance | 2037.00000 | NaN | NaN | NaN | 91108.53934 | 58360.79482 | 0.00000 | 38340.02000 | 109349.29000 | 131433.33000 | 250898.09000 |
| NumOfProducts | 2037.00000 | NaN | NaN | NaN | 1.47521 | 0.80152 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 2037.00000 | NaN | NaN | NaN | 0.69907 | 0.45878 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 2037.00000 | NaN | NaN | NaN | 0.36082 | 0.48036 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 2037.00000 | NaN | NaN | NaN | 101465.67753 | 57912.41807 | 11.58000 | 51907.72000 | 102460.84000 | 152422.91000 | 199808.10000 |
| Exited | 2037.00000 | NaN | NaN | NaN | 1.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 | 1.00000 | 1.00000 |
# Display the statistical summary of all columns for existing customer
df[df['Exited'] == 0].describe(include = 'all').transpose()
| count | unique | top | freq | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| RowNumber | 7963.00000 | NaN | NaN | NaN | 5024.69496 | 2891.68205 | 2.00000 | 2526.50000 | 5042.00000 | 7525.50000 | 10000.00000 |
| CustomerId | 7963.00000 | NaN | NaN | NaN | 15691167.88170 | 71744.23494 | 15565701.00000 | 15628818.50000 | 15691543.00000 | 15753352.50000 | 15815690.00000 |
| Surname | 7963 | 2616 | Scott | 26 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| CreditScore | 7963.00000 | NaN | NaN | NaN | 651.85320 | 95.65384 | 405.00000 | 585.00000 | 653.00000 | 718.00000 | 850.00000 |
| Geography | 7963 | 3 | France | 4204 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Gender | 7963 | 2 | Male | 4559 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Age | 7963.00000 | NaN | NaN | NaN | 37.40839 | 10.12536 | 18.00000 | 31.00000 | 36.00000 | 41.00000 | 92.00000 |
| Tenure | 7963.00000 | NaN | NaN | NaN | 5.03328 | 2.88066 | 0.00000 | 3.00000 | 5.00000 | 7.00000 | 10.00000 |
| Balance | 7963.00000 | NaN | NaN | NaN | 72745.29678 | 62848.04070 | 0.00000 | 0.00000 | 92072.68000 | 126410.28000 | 221532.80000 |
| NumOfProducts | 7963.00000 | NaN | NaN | NaN | 1.54427 | 0.50954 | 1.00000 | 1.00000 | 2.00000 | 2.00000 | 3.00000 |
| HasCrCard | 7963.00000 | NaN | NaN | NaN | 0.70715 | 0.45510 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 7963.00000 | NaN | NaN | NaN | 0.55456 | 0.49704 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 7963.00000 | NaN | NaN | NaN | 99738.39177 | 57405.58697 | 90.07000 | 50783.49000 | 99645.04000 | 148609.95500 | 199992.48000 |
| Exited | 7963.00000 | NaN | NaN | NaN | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 |
# User-defined functions
def show_boxplot_outliers(data, num_cols, figsize = (10, 10)):
'''
Description: Function to plot multiple boxplot to display the outliers
Parameters:
data: pandas.core.frame.DataFrame, required
The DataFrame of the two-dimensional tabular data
num_cols: list, required
The column names of numeric columns
figsize: tuple, optional
The figure size in inches, default: (10, 10)
'''
plt.figure(figsize = figsize)
for i, variable in enumerate(num_cols):
plt.subplot(4, 4, i + 1)
plt.boxplot(data[variable], whis = 1.5)
plt.tight_layout()
plt.title(variable)
plt.show()
# Display if there are outliers in the numerical columns
show_boxplot_outliers(data = df, num_cols = num_cols)
Observations:
# Create a copy of the DataFrame and drop columns that are not needed in the analysis
df_modeling = df.drop(['RowNumber', 'CustomerId', 'Surname'], axis = 1, errors = 'ignore')
df_modeling
| CreditScore | Geography | Gender | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 619 | France | Female | 42 | 2 | 0.00000 | 1 | 1 | 1 | 101348.88000 | 1 |
| 1 | 608 | Spain | Female | 41 | 1 | 83807.86000 | 1 | 0 | 1 | 112542.58000 | 0 |
| 2 | 502 | France | Female | 42 | 8 | 159660.80000 | 3 | 1 | 0 | 113931.57000 | 1 |
| 3 | 699 | France | Female | 39 | 1 | 0.00000 | 2 | 0 | 0 | 93826.63000 | 0 |
| 4 | 850 | Spain | Female | 43 | 2 | 125510.82000 | 1 | 1 | 1 | 79084.10000 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 9995 | 771 | France | Male | 39 | 5 | 0.00000 | 2 | 1 | 0 | 96270.64000 | 0 |
| 9996 | 516 | France | Male | 35 | 10 | 57369.61000 | 1 | 1 | 1 | 101699.77000 | 0 |
| 9997 | 709 | France | Female | 36 | 7 | 0.00000 | 1 | 0 | 1 | 42085.58000 | 1 |
| 9998 | 772 | Germany | Male | 42 | 3 | 75075.31000 | 2 | 1 | 0 | 92888.52000 | 1 |
| 9999 | 792 | France | Female | 28 | 4 | 130142.79000 | 1 | 1 | 0 | 38190.78000 | 0 |
10000 rows × 11 columns
# Create independent variable
if 'Exited' in df_modeling.dtypes:
x = df_modeling.drop('Exited', axis = 1)
# Create dependent variable
if 'Exited' in df_modeling.dtypes:
y = df_modeling.pop('Exited')
# Split the training, testing, and validation data
x_temp, x_test, y_temp, y_test = train_test_split(x, y, test_size = 0.20, random_state = 1, stratify = y, shuffle = True)
x_train, x_val, y_train, y_val = train_test_split(x_temp, y_temp, test_size = 0.25, random_state = 1, stratify = y_temp, shuffle = True)
# Display the shape of training data
x_train.shape
(6000, 10)
# Display the shape of validation data
x_val.shape
(2000, 10)
# Display the shape of testing data
x_test.shape
(2000, 10)
Observations:
# Encode the categorical variables of training, testing, and testing data
x_train = pd.get_dummies(x_train, columns = ['Geography', 'Gender'], drop_first = True)
x_test = pd.get_dummies(x_test, columns = ['Geography', 'Gender'], drop_first = True)
x_val = pd.get_dummies(x_val, columns = ['Geography', 'Gender'], drop_first = True)
# Display the shape of training data
x_train.shape
(6000, 11)
# Display the shape of validation data
x_val.shape
(2000, 11)
# Display the shape of testing data
x_test.shape
(2000, 11)
# Display the summary of the training data
x_train.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 6000 entries, 4472 to 29 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 CreditScore 6000 non-null int64 1 Age 6000 non-null int64 2 Tenure 6000 non-null int64 3 Balance 6000 non-null float64 4 NumOfProducts 6000 non-null int64 5 HasCrCard 6000 non-null int64 6 IsActiveMember 6000 non-null int64 7 EstimatedSalary 6000 non-null float64 8 Geography_Germany 6000 non-null uint8 9 Geography_Spain 6000 non-null uint8 10 Gender_Male 6000 non-null uint8 dtypes: float64(2), int64(6), uint8(3) memory usage: 439.5 KB
# Display the summary of the validation data
x_val.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2000 entries, 4693 to 627 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 CreditScore 2000 non-null int64 1 Age 2000 non-null int64 2 Tenure 2000 non-null int64 3 Balance 2000 non-null float64 4 NumOfProducts 2000 non-null int64 5 HasCrCard 2000 non-null int64 6 IsActiveMember 2000 non-null int64 7 EstimatedSalary 2000 non-null float64 8 Geography_Germany 2000 non-null uint8 9 Geography_Spain 2000 non-null uint8 10 Gender_Male 2000 non-null uint8 dtypes: float64(2), int64(6), uint8(3) memory usage: 146.5 KB
# Display the summary of the testing data
x_test.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2000 entries, 4466 to 8350 Data columns (total 11 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 CreditScore 2000 non-null int64 1 Age 2000 non-null int64 2 Tenure 2000 non-null int64 3 Balance 2000 non-null float64 4 NumOfProducts 2000 non-null int64 5 HasCrCard 2000 non-null int64 6 IsActiveMember 2000 non-null int64 7 EstimatedSalary 2000 non-null float64 8 Geography_Germany 2000 non-null uint8 9 Geography_Spain 2000 non-null uint8 10 Gender_Male 2000 non-null uint8 dtypes: float64(2), int64(6), uint8(3) memory usage: 146.5 KB
Observations:
# Display the statistical summary of all columns for training data
x_train.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 6000.00000 | 651.11100 | 97.06527 | 350.00000 | 585.00000 | 653.00000 | 718.00000 | 850.00000 |
| Age | 6000.00000 | 39.04300 | 10.56220 | 18.00000 | 32.00000 | 37.00000 | 44.00000 | 92.00000 |
| Tenure | 6000.00000 | 4.97867 | 2.90883 | 0.00000 | 2.00000 | 5.00000 | 8.00000 | 10.00000 |
| Balance | 6000.00000 | 75458.31590 | 62622.30191 | 0.00000 | 0.00000 | 95734.40000 | 127475.61250 | 250898.09000 |
| NumOfProducts | 6000.00000 | 1.53783 | 0.58762 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 6000.00000 | 0.70483 | 0.45616 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 6000.00000 | 0.51967 | 0.49965 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 6000.00000 | 100513.40808 | 57636.95368 | 11.58000 | 51859.18000 | 100969.70500 | 150174.49000 | 199970.74000 |
| Geography_Germany | 6000.00000 | 0.24850 | 0.43218 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Geography_Spain | 6000.00000 | 0.25167 | 0.43401 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Gender_Male | 6000.00000 | 0.54333 | 0.49816 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
# Display the statistical summary of all columns for validation data
x_val.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 2000.00000 | 645.97650 | 95.57117 | 386.00000 | 579.00000 | 644.00000 | 712.00000 | 850.00000 |
| Age | 2000.00000 | 38.53250 | 10.49185 | 18.00000 | 31.00000 | 37.00000 | 43.00000 | 88.00000 |
| Tenure | 2000.00000 | 5.03700 | 2.88007 | 0.00000 | 3.00000 | 5.00000 | 7.00000 | 10.00000 |
| Balance | 2000.00000 | 78834.90530 | 62295.69166 | 0.00000 | 0.00000 | 100398.24500 | 128827.11000 | 212692.97000 |
| NumOfProducts | 2000.00000 | 1.52250 | 0.57329 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 2000.00000 | 0.69900 | 0.45881 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 2000.00000 | 0.50750 | 0.50007 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 2000.00000 | 97694.70772 | 56535.24985 | 91.75000 | 49826.25500 | 95083.58000 | 143329.42250 | 199992.48000 |
| Geography_Germany | 2000.00000 | 0.25650 | 0.43681 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Geography_Spain | 2000.00000 | 0.24000 | 0.42719 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Gender_Male | 2000.00000 | 0.55150 | 0.49747 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
# Display the statistical summary of all columns for testing data
x_test.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 2000.00000 | 653.33450 | 96.38513 | 350.00000 | 585.00000 | 657.00000 | 721.00000 | 850.00000 |
| Age | 2000.00000 | 38.94750 | 10.25297 | 18.00000 | 32.00000 | 37.00000 | 44.00000 | 83.00000 |
| Tenure | 2000.00000 | 5.09100 | 2.85356 | 0.00000 | 3.00000 | 5.00000 | 8.00000 | 10.00000 |
| Balance | 2000.00000 | 77219.59342 | 61777.08565 | 0.00000 | 0.00000 | 98500.54000 | 127255.18250 | 214346.96000 |
| NumOfProducts | 2000.00000 | 1.51500 | 0.57179 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 2000.00000 | 0.71400 | 0.45200 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 2000.00000 | 0.50900 | 0.50004 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 2000.00000 | 101216.26745 | 58058.08471 | 123.07000 | 50392.45750 | 101957.90000 | 152168.00750 | 199805.63000 |
| Geography_Germany | 2000.00000 | 0.25250 | 0.43456 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Geography_Spain | 2000.00000 | 0.24350 | 0.42930 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Gender_Male | 2000.00000 | 0.54700 | 0.49791 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
# Normalize the values of numeric columns
cols_num_norm = ['CreditScore', 'Age', 'Tenure', 'Balance', 'EstimatedSalary']
ssc = StandardScaler()
x_train[cols_num_norm] = ssc.fit_transform(x_train[cols_num_norm])
x_val[cols_num_norm] = ssc.transform(x_val[cols_num_norm])
x_test[cols_num_norm] = ssc.transform(x_test[cols_num_norm])
# Display the statistical summary of all columns for training data
x_train.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 6000.00000 | 0.00000 | 1.00008 | -3.10241 | -0.68116 | 0.01946 | 0.68917 | 2.04919 |
| Age | 6000.00000 | 0.00000 | 1.00008 | -1.99246 | -0.66687 | -0.19344 | 0.46935 | 5.01424 |
| Tenure | 6000.00000 | 0.00000 | 1.00008 | -1.71171 | -1.02409 | 0.00733 | 1.03876 | 1.72638 |
| Balance | 6000.00000 | 0.00000 | 1.00008 | -1.20508 | -1.20508 | 0.32381 | 0.83072 | 2.80179 |
| NumOfProducts | 6000.00000 | 1.53783 | 0.58762 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 6000.00000 | 0.70483 | 0.45616 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 6000.00000 | 0.51967 | 0.49965 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 6000.00000 | -0.00000 | 1.00008 | -1.74385 | -0.84422 | 0.00792 | 0.86169 | 1.72573 |
| Geography_Germany | 6000.00000 | 0.24850 | 0.43218 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Geography_Spain | 6000.00000 | 0.25167 | 0.43401 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Gender_Male | 6000.00000 | 0.54333 | 0.49816 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
# Display the statistical summary of all columns for validation data
x_val.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 2000.00000 | -0.05290 | 0.98469 | -2.73149 | -0.74297 | -0.07327 | 0.62735 | 2.04919 |
| Age | 2000.00000 | -0.04834 | 0.99342 | -1.99246 | -0.76155 | -0.19344 | 0.37467 | 4.63550 |
| Tenure | 2000.00000 | 0.02006 | 0.99019 | -1.71171 | -0.68028 | 0.00733 | 0.69495 | 1.72638 |
| Balance | 2000.00000 | 0.05392 | 0.99487 | -1.20508 | -1.20508 | 0.39829 | 0.85230 | 2.19165 |
| NumOfProducts | 2000.00000 | 1.52250 | 0.57329 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 2000.00000 | 0.69900 | 0.45881 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 2000.00000 | 0.50750 | 0.50007 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 2000.00000 | -0.04891 | 0.98097 | -1.74246 | -0.87949 | -0.09422 | 0.74292 | 1.72610 |
| Geography_Germany | 2000.00000 | 0.25650 | 0.43681 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Geography_Spain | 2000.00000 | 0.24000 | 0.42719 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Gender_Male | 2000.00000 | 0.55150 | 0.49747 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
# Display the statistical summary of all columns for testing data
x_test.describe(include = 'all').transpose()
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| CreditScore | 2000.00000 | 0.02291 | 0.99308 | -3.10241 | -0.68116 | 0.06068 | 0.72008 | 2.04919 |
| Age | 2000.00000 | -0.00904 | 0.97080 | -1.99246 | -0.66687 | -0.19344 | 0.46935 | 4.16207 |
| Tenure | 2000.00000 | 0.03862 | 0.98108 | -1.71171 | -0.68028 | 0.00733 | 1.03876 | 1.72638 |
| Balance | 2000.00000 | 0.02813 | 0.98659 | -1.20508 | -1.20508 | 0.36799 | 0.82720 | 2.21806 |
| NumOfProducts | 2000.00000 | 1.51500 | 0.57179 | 1.00000 | 1.00000 | 1.00000 | 2.00000 | 4.00000 |
| HasCrCard | 2000.00000 | 0.71400 | 0.45200 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| IsActiveMember | 2000.00000 | 0.50900 | 0.50004 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
| EstimatedSalary | 2000.00000 | 0.01220 | 1.00739 | -1.74192 | -0.86967 | 0.02506 | 0.89628 | 1.72286 |
| Geography_Germany | 2000.00000 | 0.25250 | 0.43456 | 0.00000 | 0.00000 | 0.00000 | 1.00000 | 1.00000 |
| Geography_Spain | 2000.00000 | 0.24350 | 0.42930 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 1.00000 |
| Gender_Male | 2000.00000 | 0.54700 | 0.49791 | 0.00000 | 0.00000 | 1.00000 | 1.00000 | 1.00000 |
Observations:
# User-defined functions
def show_confusion_matrix(target, predictors, title = '', figsize = (6, 4)):
'''
Description: Function to plot the confusion matrix with percentages
Parameters:
target: pandas.core.series.Series, required
The values of actual data
predictors: pandas.core.series.Series, required
The values of predicted data
title: string, optional
The title of the confusion matrix, default: ''
figsize: tuple, optional
The figure size in inches, default: (6, 4)
'''
cm = confusion_matrix(target, predictors)
labels = np.asarray([
['{0:0.0f}'.format(item) + '\n{0:.2%}'.format(item / cm.flatten().sum())]
for item in cm.flatten()
]).reshape(2, 2)
plt.figure(figsize = figsize)
ax = sns.heatmap(cm, annot = labels, fmt = '')
ax.set_title('Confusion Matrix ' + title, fontsize = 11)
plt.ylabel('True Label')
plt.xlabel('Predicted Label')
def show_confusion_matrix_sklearn(model, predictors, target, title = '', figsize = (6, 4)):
'''
Description: Function to plot the confusion matrix with percentages
Parameters:
model: sklearn.tree.DecisionTreeClassifier, required
The DataFrame of the two-dimensional tabular data
predictors: pandas.core.frame.DataFrame, required
The DataFrame of the independent variables
target: str, required
The depedent variable
'''
# Predict using the independent variables
y_pred = model.predict(predictors)
# Create confusion matrix
cm = confusion_matrix(target, y_pred)
labels = np.asarray([
['{0:0.0f}'.format(item) + '\n{0:.2%}'.format(item / cm.flatten().sum())]
for item in cm.flatten()
]).reshape(2, 2)
plt.figure(figsize = figsize)
ax = sns.heatmap(cm, annot = labels, fmt = '')
ax.set_title('Confusion Matrix ' + title, fontsize = 11)
plt.ylabel('True label')
plt.xlabel('Predicted label')
def show_lineplot(data_train, data_val, feature_name, labels, loc = 'upper left', figsize = (8, 5)):
'''
Description: Function to plot a histogram and a boxplot with hue along the same scale
Parameters:
data_train: list, required
The list of training data
data_val: list, required
The list of validation data
labels: list, optional
The list of labels for training/ validation data
loc: str, optional
The location of the label, default: upper left
figsize: tuple, optional
The figure size in inches, default: (11.75, 5)
'''
plt.figure(figsize = figsize)
plt.plot(data_train)
plt.plot(data_val)
plt.title('Model ' + feature_name)
plt.ylabel(feature_name)
plt.xlabel('Epoch')
plt.legend(labels = labels, loc = loc)
plt.show()
def show_classification_report(model_name, target_train, predictors_train, target_val = None, predictors_val = None, target_test = None, predictors_test = None):
'''
Description: Function to plot a histogram and a boxplot with hue along the same scale
Parameters:
model_name: pstring, required
The name of the model
target_train: pandas.core.series.Series, required
The values of actual training data
predictors_train: pandas.core.series.Series, required
The values of predicted training data
target_val: pandas.core.series.Series, optional
The values of actual validation data
predictors_val: pandas.core.series.Series, optional
The values of predicted validation data
target_test: pandas.core.series.Series, optional
The values of actual testing data
predictors_test: pandas.core.series.Series, optional
The values of predicted testing data
'''
df_train = pd.DataFrame(classification_report(target_train, predictors_train, output_dict = True)).transpose()
df_train.loc['accuracy', 'support'] = df_train.loc['weighted avg', 'support']
df_train.loc['accuracy', ['precision', 'recall']] = ''
df_cr = pd.concat({'{} (Training)'.format(model_name): df_train}, axis = 1)
if target_val is not None and predictors_val is not None:
df_val = pd.DataFrame(classification_report(target_val, predictors_val, output_dict = True)).transpose()
df_val.loc['accuracy', 'support'] = df_val.loc['weighted avg', 'support']
df_val.loc['accuracy', ['precision', 'recall']] = ''
df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Validation)'.format(model_name): df_val}, axis = 1)
if target_test is not None and predictors_test is not None:
df_test = pd.DataFrame(classification_report(target_test, predictors_test, output_dict = True)).transpose()
df_test.loc['accuracy', 'support'] = df_test.loc['weighted avg', 'support']
df_test.loc['accuracy', ['precision', 'recall']] = ''
if target_val is None and predictors_val is None:
df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Testing)'.format(model_name): df_test}, axis = 1)
else:
df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Validation)'.format(model_name): df_val, '{} (Testing)'.format(model_name): df_test}, axis = 1)
display(df_cr)
def show_model_recall_comp(metric_list):
'''
Description: Function to display the recall performance
Parameters:
models: list, required
The list containing: metric name, y_train_actual, y_train_pred, y_val_actual, y_val_pred, y_test_actual, y_test_pred
'''
metric_names = []
metric_perfs = []
for metric_name, y_train_data, y_train_data_pred, y_val_data, y_val_data_pred, y_test_data, y_test_data_pred in metric_list:
recall_train = recall_score(y_train_data, y_train_data_pred)
perf_dc = {'Recall (Training)': recall_train}
if y_val_data is not None and y_val_data_pred is not None:
recall_val = recall_score(y_val_data, y_val_data_pred)
perf_dc['Recall (Validation)'] = recall_val
perf_dc['Difference (Training - Validation)'] = recall_val - recall_train
if y_test_data is not None and y_test_data_pred is not None:
recall_test = recall_score(y_test_data, y_test_data_pred)
perf_dc['Recall (Testing)'] = recall_score(y_test_data, y_test_data_pred)
perf_dc['Difference (Training - Testing)'] = recall_test - recall_train
df_perf = pd.DataFrame(perf_dc, index = [0])
metric_perfs.append(df_perf.transpose())
metric_names.append(metric_name)
model_comps = pd.concat(metric_perfs, axis = 1)
model_comps.columns = metric_names
display(model_comps)
The nature of predictions made by the classification model will translate as follows:
Which metric to optimize?
# Clear backend session
clear_session()
# Create initial model with SGD optimizer
model_name_0 = 'NN with SGD'
model_0 = Sequential()
model_0.add(Dense(units = 64, activation = 'relu', input_dim = x_train.shape[1]))
model_0.add(Dense(units = 64, activation = 'relu'))
model_0.add(Dense(units = 1, activation = 'sigmoid'))
model_0.compile(loss = 'binary_crossentropy', optimizer = SGD(0.001), metrics = ['recall'])
model_0.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 64) 768
dense_1 (Dense) (None, 64) 4160
dense_2 (Dense) (None, 1) 65
=================================================================
Total params: 4993 (19.50 KB)
Trainable params: 4993 (19.50 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
%%time
# Fit the model
history_0 = model_0.fit(
x_train, y_train,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
Epoch 1/2000 30/30 [==============================] - 1s 12ms/step - loss: 0.8814 - recall: 0.9836 - val_loss: 0.8497 - val_recall: 0.9828 Epoch 2/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.8274 - recall: 0.9493 - val_loss: 0.8012 - val_recall: 0.9436 Epoch 3/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.7823 - recall: 0.9108 - val_loss: 0.7604 - val_recall: 0.8873 Epoch 4/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.7442 - recall: 0.8380 - val_loss: 0.7259 - val_recall: 0.8235 Epoch 5/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.7120 - recall: 0.7504 - val_loss: 0.6965 - val_recall: 0.7255 Epoch 6/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.6844 - recall: 0.6399 - val_loss: 0.6711 - val_recall: 0.6078 Epoch 7/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.6606 - recall: 0.4975 - val_loss: 0.6493 - val_recall: 0.4485 Epoch 8/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.6401 - recall: 0.3527 - val_loss: 0.6303 - val_recall: 0.2794 Epoch 9/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.6223 - recall: 0.2218 - val_loss: 0.6139 - val_recall: 0.1642 Epoch 10/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.6068 - recall: 0.1268 - val_loss: 0.5994 - val_recall: 0.0956 Epoch 11/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5933 - recall: 0.0720 - val_loss: 0.5867 - val_recall: 0.0490 Epoch 12/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5814 - recall: 0.0401 - val_loss: 0.5756 - val_recall: 0.0245 Epoch 13/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5709 - recall: 0.0188 - val_loss: 0.5657 - val_recall: 0.0098 Epoch 14/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5616 - recall: 0.0115 - val_loss: 0.5570 - val_recall: 0.0000e+00 Epoch 15/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5535 - recall: 0.0025 - val_loss: 0.5492 - val_recall: 0.0000e+00 Epoch 16/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5462 - recall: 0.0016 - val_loss: 0.5424 - val_recall: 0.0000e+00 Epoch 17/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5398 - recall: 8.1833e-04 - val_loss: 0.5362 - val_recall: 0.0000e+00 Epoch 18/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5340 - recall: 8.1833e-04 - val_loss: 0.5308 - val_recall: 0.0000e+00 Epoch 19/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5289 - recall: 8.1833e-04 - val_loss: 0.5259 - val_recall: 0.0000e+00 Epoch 20/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5244 - recall: 0.0000e+00 - val_loss: 0.5215 - val_recall: 0.0000e+00 Epoch 21/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5203 - recall: 0.0000e+00 - val_loss: 0.5175 - val_recall: 0.0000e+00 Epoch 22/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5166 - recall: 0.0000e+00 - val_loss: 0.5139 - val_recall: 0.0000e+00 Epoch 23/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5133 - recall: 0.0000e+00 - val_loss: 0.5107 - val_recall: 0.0000e+00 Epoch 24/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5103 - recall: 0.0000e+00 - val_loss: 0.5078 - val_recall: 0.0000e+00 Epoch 25/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5077 - recall: 0.0000e+00 - val_loss: 0.5052 - val_recall: 0.0000e+00 Epoch 26/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5053 - recall: 0.0000e+00 - val_loss: 0.5028 - val_recall: 0.0000e+00 Epoch 27/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5031 - recall: 0.0000e+00 - val_loss: 0.5006 - val_recall: 0.0000e+00 Epoch 28/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5011 - recall: 0.0000e+00 - val_loss: 0.4987 - val_recall: 0.0000e+00 Epoch 29/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.0000e+00 - val_loss: 0.4968 - val_recall: 0.0000e+00 Epoch 30/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4976 - recall: 0.0000e+00 - val_loss: 0.4952 - val_recall: 0.0000e+00 Epoch 31/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4961 - recall: 0.0000e+00 - val_loss: 0.4937 - val_recall: 0.0000e+00 Epoch 32/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.0000e+00 - val_loss: 0.4923 - val_recall: 0.0000e+00 Epoch 33/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4934 - recall: 0.0000e+00 - val_loss: 0.4910 - val_recall: 0.0000e+00 Epoch 34/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.0000e+00 - val_loss: 0.4898 - val_recall: 0.0000e+00 Epoch 35/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.0000e+00 - val_loss: 0.4887 - val_recall: 0.0000e+00 Epoch 36/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4902 - recall: 0.0000e+00 - val_loss: 0.4876 - val_recall: 0.0000e+00 Epoch 37/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.0000e+00 - val_loss: 0.4866 - val_recall: 0.0000e+00 Epoch 38/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.0000e+00 - val_loss: 0.4857 - val_recall: 0.0000e+00 Epoch 39/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.0000e+00 - val_loss: 0.4849 - val_recall: 0.0000e+00 Epoch 40/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.0000e+00 - val_loss: 0.4841 - val_recall: 0.0000e+00 Epoch 41/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.0000e+00 - val_loss: 0.4833 - val_recall: 0.0000e+00 Epoch 42/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.0000e+00 - val_loss: 0.4826 - val_recall: 0.0000e+00 Epoch 43/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.0000e+00 - val_loss: 0.4819 - val_recall: 0.0000e+00 Epoch 44/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4841 - recall: 0.0000e+00 - val_loss: 0.4813 - val_recall: 0.0000e+00 Epoch 45/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4835 - recall: 0.0000e+00 - val_loss: 0.4807 - val_recall: 0.0000e+00 Epoch 46/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4829 - recall: 0.0000e+00 - val_loss: 0.4801 - val_recall: 0.0000e+00 Epoch 47/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4824 - recall: 0.0000e+00 - val_loss: 0.4795 - val_recall: 0.0000e+00 Epoch 48/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4819 - recall: 0.0000e+00 - val_loss: 0.4790 - val_recall: 0.0000e+00 Epoch 49/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4814 - recall: 0.0000e+00 - val_loss: 0.4785 - val_recall: 0.0000e+00 Epoch 50/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4809 - recall: 0.0000e+00 - val_loss: 0.4780 - val_recall: 0.0000e+00 Epoch 51/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4805 - recall: 0.0000e+00 - val_loss: 0.4775 - val_recall: 0.0000e+00 Epoch 52/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4800 - recall: 0.0000e+00 - val_loss: 0.4770 - val_recall: 0.0000e+00 Epoch 53/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4796 - recall: 0.0000e+00 - val_loss: 0.4765 - val_recall: 0.0000e+00 Epoch 54/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4792 - recall: 0.0000e+00 - val_loss: 0.4761 - val_recall: 0.0000e+00 Epoch 55/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4788 - recall: 0.0000e+00 - val_loss: 0.4757 - val_recall: 0.0000e+00 Epoch 56/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4784 - recall: 0.0000e+00 - val_loss: 0.4752 - val_recall: 0.0000e+00 Epoch 57/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4780 - recall: 0.0000e+00 - val_loss: 0.4748 - val_recall: 0.0000e+00 Epoch 58/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4776 - recall: 0.0000e+00 - val_loss: 0.4744 - val_recall: 0.0000e+00 Epoch 59/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4772 - recall: 0.0000e+00 - val_loss: 0.4740 - val_recall: 0.0000e+00 Epoch 60/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4768 - recall: 0.0000e+00 - val_loss: 0.4736 - val_recall: 0.0000e+00 Epoch 61/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4765 - recall: 0.0000e+00 - val_loss: 0.4733 - val_recall: 0.0000e+00 Epoch 62/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4761 - recall: 0.0000e+00 - val_loss: 0.4729 - val_recall: 0.0000e+00 Epoch 63/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4758 - recall: 0.0000e+00 - val_loss: 0.4725 - val_recall: 0.0000e+00 Epoch 64/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4754 - recall: 0.0000e+00 - val_loss: 0.4722 - val_recall: 0.0000e+00 Epoch 65/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4751 - recall: 0.0000e+00 - val_loss: 0.4718 - val_recall: 0.0000e+00 Epoch 66/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4747 - recall: 0.0000e+00 - val_loss: 0.4715 - val_recall: 0.0000e+00 Epoch 67/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4744 - recall: 0.0000e+00 - val_loss: 0.4711 - val_recall: 0.0000e+00 Epoch 68/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4741 - recall: 0.0000e+00 - val_loss: 0.4708 - val_recall: 0.0000e+00 Epoch 69/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4738 - recall: 0.0000e+00 - val_loss: 0.4704 - val_recall: 0.0000e+00 Epoch 70/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4734 - recall: 0.0000e+00 - val_loss: 0.4701 - val_recall: 0.0000e+00 Epoch 71/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4731 - recall: 0.0000e+00 - val_loss: 0.4698 - val_recall: 0.0000e+00 Epoch 72/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4728 - recall: 0.0000e+00 - val_loss: 0.4695 - val_recall: 0.0000e+00 Epoch 73/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4725 - recall: 0.0000e+00 - val_loss: 0.4692 - val_recall: 0.0000e+00 Epoch 74/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4722 - recall: 0.0000e+00 - val_loss: 0.4688 - val_recall: 0.0000e+00 Epoch 75/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4719 - recall: 0.0000e+00 - val_loss: 0.4685 - val_recall: 0.0000e+00 Epoch 76/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4716 - recall: 0.0000e+00 - val_loss: 0.4682 - val_recall: 0.0000e+00 Epoch 77/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4713 - recall: 0.0000e+00 - val_loss: 0.4679 - val_recall: 0.0000e+00 Epoch 78/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4710 - recall: 0.0000e+00 - val_loss: 0.4676 - val_recall: 0.0000e+00 Epoch 79/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4707 - recall: 0.0000e+00 - val_loss: 0.4673 - val_recall: 0.0000e+00 Epoch 80/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4704 - recall: 0.0000e+00 - val_loss: 0.4670 - val_recall: 0.0000e+00 Epoch 81/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4701 - recall: 0.0000e+00 - val_loss: 0.4667 - val_recall: 0.0000e+00 Epoch 82/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4698 - recall: 0.0000e+00 - val_loss: 0.4664 - val_recall: 0.0000e+00 Epoch 83/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4696 - recall: 0.0000e+00 - val_loss: 0.4662 - val_recall: 0.0000e+00 Epoch 84/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4693 - recall: 0.0000e+00 - val_loss: 0.4659 - val_recall: 0.0000e+00 Epoch 85/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4690 - recall: 0.0000e+00 - val_loss: 0.4656 - val_recall: 0.0000e+00 Epoch 86/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4687 - recall: 0.0000e+00 - val_loss: 0.4653 - val_recall: 0.0000e+00 Epoch 87/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4684 - recall: 0.0000e+00 - val_loss: 0.4650 - val_recall: 0.0000e+00 Epoch 88/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4682 - recall: 0.0000e+00 - val_loss: 0.4647 - val_recall: 0.0000e+00 Epoch 89/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4679 - recall: 0.0000e+00 - val_loss: 0.4645 - val_recall: 0.0000e+00 Epoch 90/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4676 - recall: 0.0000e+00 - val_loss: 0.4642 - val_recall: 0.0000e+00 Epoch 91/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4674 - recall: 0.0000e+00 - val_loss: 0.4639 - val_recall: 0.0000e+00 Epoch 92/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4671 - recall: 0.0000e+00 - val_loss: 0.4637 - val_recall: 0.0000e+00 Epoch 93/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4668 - recall: 0.0000e+00 - val_loss: 0.4634 - val_recall: 0.0000e+00 Epoch 94/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4666 - recall: 0.0000e+00 - val_loss: 0.4631 - val_recall: 0.0000e+00 Epoch 95/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4663 - recall: 0.0000e+00 - val_loss: 0.4629 - val_recall: 0.0000e+00 Epoch 96/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4661 - recall: 0.0000e+00 - val_loss: 0.4626 - val_recall: 0.0000e+00 Epoch 97/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4658 - recall: 0.0000e+00 - val_loss: 0.4624 - val_recall: 0.0000e+00 Epoch 98/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4655 - recall: 0.0000e+00 - val_loss: 0.4621 - val_recall: 0.0000e+00 Epoch 99/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4653 - recall: 0.0000e+00 - val_loss: 0.4619 - val_recall: 0.0000e+00 Epoch 100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4650 - recall: 0.0000e+00 - val_loss: 0.4616 - val_recall: 0.0000e+00 Epoch 101/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4648 - recall: 0.0000e+00 - val_loss: 0.4614 - val_recall: 0.0000e+00 Epoch 102/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4645 - recall: 0.0000e+00 - val_loss: 0.4611 - val_recall: 0.0000e+00 Epoch 103/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4643 - recall: 0.0000e+00 - val_loss: 0.4609 - val_recall: 0.0000e+00 Epoch 104/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4640 - recall: 0.0000e+00 - val_loss: 0.4606 - val_recall: 0.0000e+00 Epoch 105/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4638 - recall: 0.0000e+00 - val_loss: 0.4604 - val_recall: 0.0000e+00 Epoch 106/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4636 - recall: 0.0000e+00 - val_loss: 0.4602 - val_recall: 0.0000e+00 Epoch 107/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4633 - recall: 0.0000e+00 - val_loss: 0.4599 - val_recall: 0.0000e+00 Epoch 108/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4631 - recall: 0.0000e+00 - val_loss: 0.4597 - val_recall: 0.0000e+00 Epoch 109/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4628 - recall: 0.0000e+00 - val_loss: 0.4595 - val_recall: 0.0000e+00 Epoch 110/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4626 - recall: 0.0000e+00 - val_loss: 0.4592 - val_recall: 0.0000e+00 Epoch 111/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4624 - recall: 0.0000e+00 - val_loss: 0.4590 - val_recall: 0.0000e+00 Epoch 112/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4621 - recall: 0.0000e+00 - val_loss: 0.4588 - val_recall: 0.0000e+00 Epoch 113/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4619 - recall: 0.0000e+00 - val_loss: 0.4585 - val_recall: 0.0000e+00 Epoch 114/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4617 - recall: 0.0000e+00 - val_loss: 0.4583 - val_recall: 0.0000e+00 Epoch 115/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4615 - recall: 0.0000e+00 - val_loss: 0.4581 - val_recall: 0.0000e+00 Epoch 116/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4612 - recall: 0.0000e+00 - val_loss: 0.4579 - val_recall: 0.0000e+00 Epoch 117/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4610 - recall: 0.0000e+00 - val_loss: 0.4576 - val_recall: 0.0000e+00 Epoch 118/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4608 - recall: 0.0000e+00 - val_loss: 0.4574 - val_recall: 0.0000e+00 Epoch 119/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4606 - recall: 0.0000e+00 - val_loss: 0.4572 - val_recall: 0.0000e+00 Epoch 120/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4603 - recall: 0.0000e+00 - val_loss: 0.4570 - val_recall: 0.0000e+00 Epoch 121/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4601 - recall: 0.0000e+00 - val_loss: 0.4568 - val_recall: 0.0000e+00 Epoch 122/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4599 - recall: 0.0000e+00 - val_loss: 0.4566 - val_recall: 0.0000e+00 Epoch 123/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4597 - recall: 0.0000e+00 - val_loss: 0.4564 - val_recall: 0.0000e+00 Epoch 124/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4595 - recall: 0.0000e+00 - val_loss: 0.4561 - val_recall: 0.0000e+00 Epoch 125/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4592 - recall: 0.0000e+00 - val_loss: 0.4559 - val_recall: 0.0000e+00 Epoch 126/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4590 - recall: 0.0000e+00 - val_loss: 0.4557 - val_recall: 0.0000e+00 Epoch 127/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4588 - recall: 0.0000e+00 - val_loss: 0.4555 - val_recall: 0.0000e+00 Epoch 128/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4586 - recall: 0.0000e+00 - val_loss: 0.4553 - val_recall: 0.0000e+00 Epoch 129/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4584 - recall: 0.0000e+00 - val_loss: 0.4551 - val_recall: 0.0000e+00 Epoch 130/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4582 - recall: 0.0000e+00 - val_loss: 0.4549 - val_recall: 0.0000e+00 Epoch 131/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4580 - recall: 0.0000e+00 - val_loss: 0.4547 - val_recall: 0.0000e+00 Epoch 132/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4578 - recall: 0.0000e+00 - val_loss: 0.4545 - val_recall: 0.0000e+00 Epoch 133/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4575 - recall: 0.0000e+00 - val_loss: 0.4543 - val_recall: 0.0000e+00 Epoch 134/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4573 - recall: 0.0000e+00 - val_loss: 0.4541 - val_recall: 0.0000e+00 Epoch 135/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4571 - recall: 0.0000e+00 - val_loss: 0.4539 - val_recall: 0.0000e+00 Epoch 136/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4569 - recall: 0.0000e+00 - val_loss: 0.4537 - val_recall: 0.0000e+00 Epoch 137/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4567 - recall: 0.0000e+00 - val_loss: 0.4535 - val_recall: 0.0000e+00 Epoch 138/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4565 - recall: 0.0000e+00 - val_loss: 0.4533 - val_recall: 0.0000e+00 Epoch 139/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4563 - recall: 0.0000e+00 - val_loss: 0.4532 - val_recall: 0.0000e+00 Epoch 140/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4561 - recall: 0.0000e+00 - val_loss: 0.4530 - val_recall: 0.0000e+00 Epoch 141/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4559 - recall: 0.0000e+00 - val_loss: 0.4528 - val_recall: 0.0000e+00 Epoch 142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4557 - recall: 0.0000e+00 - val_loss: 0.4526 - val_recall: 0.0000e+00 Epoch 143/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4555 - recall: 0.0000e+00 - val_loss: 0.4524 - val_recall: 0.0000e+00 Epoch 144/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4553 - recall: 0.0000e+00 - val_loss: 0.4522 - val_recall: 0.0000e+00 Epoch 145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4551 - recall: 0.0000e+00 - val_loss: 0.4520 - val_recall: 0.0000e+00 Epoch 146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4550 - recall: 0.0000e+00 - val_loss: 0.4518 - val_recall: 0.0000e+00 Epoch 147/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4548 - recall: 0.0000e+00 - val_loss: 0.4517 - val_recall: 0.0000e+00 Epoch 148/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4546 - recall: 0.0000e+00 - val_loss: 0.4515 - val_recall: 0.0000e+00 Epoch 149/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4544 - recall: 0.0000e+00 - val_loss: 0.4513 - val_recall: 0.0025 Epoch 150/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4542 - recall: 0.0000e+00 - val_loss: 0.4511 - val_recall: 0.0025 Epoch 151/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4540 - recall: 0.0000e+00 - val_loss: 0.4510 - val_recall: 0.0025 Epoch 152/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4538 - recall: 0.0000e+00 - val_loss: 0.4508 - val_recall: 0.0025 Epoch 153/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4536 - recall: 0.0000e+00 - val_loss: 0.4506 - val_recall: 0.0025 Epoch 154/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4535 - recall: 0.0000e+00 - val_loss: 0.4504 - val_recall: 0.0025 Epoch 155/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4533 - recall: 0.0000e+00 - val_loss: 0.4503 - val_recall: 0.0025 Epoch 156/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4531 - recall: 0.0000e+00 - val_loss: 0.4501 - val_recall: 0.0025 Epoch 157/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4529 - recall: 0.0000e+00 - val_loss: 0.4499 - val_recall: 0.0025 Epoch 158/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4527 - recall: 0.0000e+00 - val_loss: 0.4497 - val_recall: 0.0025 Epoch 159/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4526 - recall: 0.0000e+00 - val_loss: 0.4496 - val_recall: 0.0025 Epoch 160/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4524 - recall: 0.0000e+00 - val_loss: 0.4494 - val_recall: 0.0025 Epoch 161/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4522 - recall: 0.0000e+00 - val_loss: 0.4492 - val_recall: 0.0025 Epoch 162/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4520 - recall: 0.0000e+00 - val_loss: 0.4491 - val_recall: 0.0025 Epoch 163/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4519 - recall: 0.0000e+00 - val_loss: 0.4489 - val_recall: 0.0025 Epoch 164/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4517 - recall: 0.0000e+00 - val_loss: 0.4488 - val_recall: 0.0025 Epoch 165/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4515 - recall: 0.0000e+00 - val_loss: 0.4486 - val_recall: 0.0025 Epoch 166/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4514 - recall: 0.0000e+00 - val_loss: 0.4484 - val_recall: 0.0025 Epoch 167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4512 - recall: 8.1833e-04 - val_loss: 0.4483 - val_recall: 0.0025 Epoch 168/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4510 - recall: 0.0016 - val_loss: 0.4481 - val_recall: 0.0025 Epoch 169/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4509 - recall: 0.0016 - val_loss: 0.4480 - val_recall: 0.0025 Epoch 170/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4507 - recall: 0.0025 - val_loss: 0.4478 - val_recall: 0.0025 Epoch 171/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4505 - recall: 0.0025 - val_loss: 0.4476 - val_recall: 0.0025 Epoch 172/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4504 - recall: 0.0025 - val_loss: 0.4475 - val_recall: 0.0025 Epoch 173/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4502 - recall: 0.0025 - val_loss: 0.4473 - val_recall: 0.0025 Epoch 174/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4501 - recall: 0.0025 - val_loss: 0.4472 - val_recall: 0.0025 Epoch 175/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4499 - recall: 0.0025 - val_loss: 0.4470 - val_recall: 0.0025 Epoch 176/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4498 - recall: 0.0025 - val_loss: 0.4469 - val_recall: 0.0025 Epoch 177/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4496 - recall: 0.0025 - val_loss: 0.4467 - val_recall: 0.0025 Epoch 178/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4494 - recall: 0.0025 - val_loss: 0.4466 - val_recall: 0.0025 Epoch 179/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4493 - recall: 0.0025 - val_loss: 0.4464 - val_recall: 0.0025 Epoch 180/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4491 - recall: 0.0025 - val_loss: 0.4463 - val_recall: 0.0025 Epoch 181/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4490 - recall: 0.0025 - val_loss: 0.4461 - val_recall: 0.0025 Epoch 182/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4488 - recall: 0.0025 - val_loss: 0.4460 - val_recall: 0.0025 Epoch 183/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4487 - recall: 0.0025 - val_loss: 0.4459 - val_recall: 0.0025 Epoch 184/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4485 - recall: 0.0025 - val_loss: 0.4457 - val_recall: 0.0025 Epoch 185/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4484 - recall: 0.0025 - val_loss: 0.4456 - val_recall: 0.0025 Epoch 186/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4482 - recall: 0.0025 - val_loss: 0.4454 - val_recall: 0.0025 Epoch 187/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4481 - recall: 0.0025 - val_loss: 0.4453 - val_recall: 0.0025 Epoch 188/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4479 - recall: 0.0025 - val_loss: 0.4451 - val_recall: 0.0025 Epoch 189/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4478 - recall: 0.0025 - val_loss: 0.4450 - val_recall: 0.0025 Epoch 190/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4477 - recall: 0.0033 - val_loss: 0.4449 - val_recall: 0.0025 Epoch 191/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4475 - recall: 0.0033 - val_loss: 0.4447 - val_recall: 0.0025 Epoch 192/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4474 - recall: 0.0033 - val_loss: 0.4446 - val_recall: 0.0025 Epoch 193/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4472 - recall: 0.0033 - val_loss: 0.4445 - val_recall: 0.0025 Epoch 194/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4471 - recall: 0.0033 - val_loss: 0.4443 - val_recall: 0.0025 Epoch 195/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4469 - recall: 0.0041 - val_loss: 0.4442 - val_recall: 0.0025 Epoch 196/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4468 - recall: 0.0041 - val_loss: 0.4440 - val_recall: 0.0025 Epoch 197/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4467 - recall: 0.0049 - val_loss: 0.4439 - val_recall: 0.0025 Epoch 198/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4465 - recall: 0.0049 - val_loss: 0.4438 - val_recall: 0.0049 Epoch 199/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4464 - recall: 0.0049 - val_loss: 0.4437 - val_recall: 0.0049 Epoch 200/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4462 - recall: 0.0049 - val_loss: 0.4435 - val_recall: 0.0049 Epoch 201/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4461 - recall: 0.0049 - val_loss: 0.4434 - val_recall: 0.0049 Epoch 202/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4460 - recall: 0.0049 - val_loss: 0.4433 - val_recall: 0.0049 Epoch 203/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4458 - recall: 0.0065 - val_loss: 0.4431 - val_recall: 0.0074 Epoch 204/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4457 - recall: 0.0074 - val_loss: 0.4430 - val_recall: 0.0074 Epoch 205/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4456 - recall: 0.0082 - val_loss: 0.4429 - val_recall: 0.0074 Epoch 206/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4454 - recall: 0.0082 - val_loss: 0.4428 - val_recall: 0.0098 Epoch 207/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4453 - recall: 0.0082 - val_loss: 0.4426 - val_recall: 0.0098 Epoch 208/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4452 - recall: 0.0082 - val_loss: 0.4425 - val_recall: 0.0098 Epoch 209/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4450 - recall: 0.0082 - val_loss: 0.4424 - val_recall: 0.0098 Epoch 210/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4449 - recall: 0.0082 - val_loss: 0.4423 - val_recall: 0.0098 Epoch 211/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4448 - recall: 0.0082 - val_loss: 0.4421 - val_recall: 0.0098 Epoch 212/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4447 - recall: 0.0082 - val_loss: 0.4420 - val_recall: 0.0098 Epoch 213/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4445 - recall: 0.0098 - val_loss: 0.4419 - val_recall: 0.0098 Epoch 214/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4444 - recall: 0.0115 - val_loss: 0.4418 - val_recall: 0.0123 Epoch 215/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4443 - recall: 0.0123 - val_loss: 0.4417 - val_recall: 0.0123 Epoch 216/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4441 - recall: 0.0131 - val_loss: 0.4416 - val_recall: 0.0123 Epoch 217/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4440 - recall: 0.0131 - val_loss: 0.4414 - val_recall: 0.0123 Epoch 218/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4439 - recall: 0.0131 - val_loss: 0.4413 - val_recall: 0.0123 Epoch 219/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4438 - recall: 0.0131 - val_loss: 0.4412 - val_recall: 0.0147 Epoch 220/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4436 - recall: 0.0131 - val_loss: 0.4411 - val_recall: 0.0172 Epoch 221/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4435 - recall: 0.0139 - val_loss: 0.4410 - val_recall: 0.0172 Epoch 222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4434 - recall: 0.0139 - val_loss: 0.4409 - val_recall: 0.0172 Epoch 223/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4433 - recall: 0.0139 - val_loss: 0.4408 - val_recall: 0.0172 Epoch 224/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4432 - recall: 0.0139 - val_loss: 0.4406 - val_recall: 0.0196 Epoch 225/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4430 - recall: 0.0164 - val_loss: 0.4405 - val_recall: 0.0196 Epoch 226/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4429 - recall: 0.0180 - val_loss: 0.4404 - val_recall: 0.0196 Epoch 227/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4428 - recall: 0.0188 - val_loss: 0.4403 - val_recall: 0.0196 Epoch 228/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4427 - recall: 0.0196 - val_loss: 0.4402 - val_recall: 0.0196 Epoch 229/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4426 - recall: 0.0213 - val_loss: 0.4401 - val_recall: 0.0196 Epoch 230/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4425 - recall: 0.0221 - val_loss: 0.4400 - val_recall: 0.0196 Epoch 231/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4423 - recall: 0.0221 - val_loss: 0.4399 - val_recall: 0.0196 Epoch 232/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4422 - recall: 0.0221 - val_loss: 0.4398 - val_recall: 0.0196 Epoch 233/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4421 - recall: 0.0221 - val_loss: 0.4397 - val_recall: 0.0196 Epoch 234/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4420 - recall: 0.0221 - val_loss: 0.4396 - val_recall: 0.0196 Epoch 235/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4419 - recall: 0.0245 - val_loss: 0.4395 - val_recall: 0.0196 Epoch 236/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4418 - recall: 0.0254 - val_loss: 0.4393 - val_recall: 0.0196 Epoch 237/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4417 - recall: 0.0254 - val_loss: 0.4392 - val_recall: 0.0196 Epoch 238/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4416 - recall: 0.0254 - val_loss: 0.4391 - val_recall: 0.0196 Epoch 239/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4414 - recall: 0.0278 - val_loss: 0.4390 - val_recall: 0.0221 Epoch 240/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4413 - recall: 0.0286 - val_loss: 0.4389 - val_recall: 0.0221 Epoch 241/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4412 - recall: 0.0295 - val_loss: 0.4388 - val_recall: 0.0221 Epoch 242/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4411 - recall: 0.0295 - val_loss: 0.4387 - val_recall: 0.0245 Epoch 243/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4410 - recall: 0.0311 - val_loss: 0.4386 - val_recall: 0.0245 Epoch 244/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4409 - recall: 0.0319 - val_loss: 0.4385 - val_recall: 0.0270 Epoch 245/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4408 - recall: 0.0327 - val_loss: 0.4384 - val_recall: 0.0270 Epoch 246/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4407 - recall: 0.0327 - val_loss: 0.4383 - val_recall: 0.0294 Epoch 247/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4406 - recall: 0.0344 - val_loss: 0.4382 - val_recall: 0.0294 Epoch 248/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4405 - recall: 0.0344 - val_loss: 0.4381 - val_recall: 0.0319 Epoch 249/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4404 - recall: 0.0344 - val_loss: 0.4380 - val_recall: 0.0319 Epoch 250/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4403 - recall: 0.0344 - val_loss: 0.4379 - val_recall: 0.0319 Epoch 251/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4402 - recall: 0.0360 - val_loss: 0.4378 - val_recall: 0.0319 Epoch 252/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4401 - recall: 0.0376 - val_loss: 0.4378 - val_recall: 0.0319 Epoch 253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4400 - recall: 0.0376 - val_loss: 0.4377 - val_recall: 0.0343 Epoch 254/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4399 - recall: 0.0376 - val_loss: 0.4376 - val_recall: 0.0368 Epoch 255/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4398 - recall: 0.0376 - val_loss: 0.4375 - val_recall: 0.0392 Epoch 256/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4397 - recall: 0.0376 - val_loss: 0.4374 - val_recall: 0.0392 Epoch 257/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4396 - recall: 0.0393 - val_loss: 0.4373 - val_recall: 0.0392 Epoch 258/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4395 - recall: 0.0393 - val_loss: 0.4372 - val_recall: 0.0392 Epoch 259/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4394 - recall: 0.0409 - val_loss: 0.4371 - val_recall: 0.0392 Epoch 260/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4393 - recall: 0.0458 - val_loss: 0.4370 - val_recall: 0.0417 Epoch 261/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4392 - recall: 0.0458 - val_loss: 0.4369 - val_recall: 0.0441 Epoch 262/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4391 - recall: 0.0458 - val_loss: 0.4368 - val_recall: 0.0441 Epoch 263/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4390 - recall: 0.0466 - val_loss: 0.4367 - val_recall: 0.0441 Epoch 264/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4389 - recall: 0.0491 - val_loss: 0.4366 - val_recall: 0.0441 Epoch 265/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4388 - recall: 0.0507 - val_loss: 0.4366 - val_recall: 0.0441 Epoch 266/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4387 - recall: 0.0507 - val_loss: 0.4365 - val_recall: 0.0441 Epoch 267/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4386 - recall: 0.0524 - val_loss: 0.4364 - val_recall: 0.0466 Epoch 268/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4385 - recall: 0.0540 - val_loss: 0.4363 - val_recall: 0.0466 Epoch 269/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4384 - recall: 0.0540 - val_loss: 0.4362 - val_recall: 0.0466 Epoch 270/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4383 - recall: 0.0556 - val_loss: 0.4361 - val_recall: 0.0466 Epoch 271/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4382 - recall: 0.0556 - val_loss: 0.4360 - val_recall: 0.0466 Epoch 272/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4382 - recall: 0.0556 - val_loss: 0.4359 - val_recall: 0.0466 Epoch 273/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4381 - recall: 0.0556 - val_loss: 0.4358 - val_recall: 0.0466 Epoch 274/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4380 - recall: 0.0565 - val_loss: 0.4358 - val_recall: 0.0466 Epoch 275/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4379 - recall: 0.0565 - val_loss: 0.4357 - val_recall: 0.0490 Epoch 276/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4378 - recall: 0.0565 - val_loss: 0.4356 - val_recall: 0.0490 Epoch 277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4377 - recall: 0.0565 - val_loss: 0.4355 - val_recall: 0.0490 Epoch 278/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4376 - recall: 0.0573 - val_loss: 0.4354 - val_recall: 0.0490 Epoch 279/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4375 - recall: 0.0581 - val_loss: 0.4353 - val_recall: 0.0515 Epoch 280/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4374 - recall: 0.0589 - val_loss: 0.4353 - val_recall: 0.0515 Epoch 281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4374 - recall: 0.0589 - val_loss: 0.4352 - val_recall: 0.0539 Epoch 282/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4373 - recall: 0.0606 - val_loss: 0.4351 - val_recall: 0.0564 Epoch 283/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4372 - recall: 0.0614 - val_loss: 0.4350 - val_recall: 0.0564 Epoch 284/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4371 - recall: 0.0622 - val_loss: 0.4349 - val_recall: 0.0564 Epoch 285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4370 - recall: 0.0630 - val_loss: 0.4348 - val_recall: 0.0564 Epoch 286/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4369 - recall: 0.0630 - val_loss: 0.4348 - val_recall: 0.0564 Epoch 287/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4368 - recall: 0.0646 - val_loss: 0.4347 - val_recall: 0.0564 Epoch 288/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4368 - recall: 0.0646 - val_loss: 0.4346 - val_recall: 0.0564 Epoch 289/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4367 - recall: 0.0655 - val_loss: 0.4345 - val_recall: 0.0588 Epoch 290/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4366 - recall: 0.0655 - val_loss: 0.4344 - val_recall: 0.0637 Epoch 291/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4365 - recall: 0.0655 - val_loss: 0.4344 - val_recall: 0.0637 Epoch 292/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4364 - recall: 0.0663 - val_loss: 0.4343 - val_recall: 0.0662 Epoch 293/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4363 - recall: 0.0663 - val_loss: 0.4342 - val_recall: 0.0662 Epoch 294/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4363 - recall: 0.0671 - val_loss: 0.4341 - val_recall: 0.0662 Epoch 295/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4362 - recall: 0.0671 - val_loss: 0.4341 - val_recall: 0.0662 Epoch 296/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4361 - recall: 0.0671 - val_loss: 0.4340 - val_recall: 0.0686 Epoch 297/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4360 - recall: 0.0687 - val_loss: 0.4339 - val_recall: 0.0686 Epoch 298/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4359 - recall: 0.0704 - val_loss: 0.4338 - val_recall: 0.0686 Epoch 299/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4359 - recall: 0.0704 - val_loss: 0.4337 - val_recall: 0.0686 Epoch 300/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4358 - recall: 0.0712 - val_loss: 0.4337 - val_recall: 0.0686 Epoch 301/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4357 - recall: 0.0712 - val_loss: 0.4336 - val_recall: 0.0686 Epoch 302/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4356 - recall: 0.0712 - val_loss: 0.4335 - val_recall: 0.0686 Epoch 303/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4355 - recall: 0.0712 - val_loss: 0.4334 - val_recall: 0.0686 Epoch 304/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4355 - recall: 0.0712 - val_loss: 0.4334 - val_recall: 0.0711 Epoch 305/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4354 - recall: 0.0720 - val_loss: 0.4333 - val_recall: 0.0711 Epoch 306/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4353 - recall: 0.0720 - val_loss: 0.4332 - val_recall: 0.0711 Epoch 307/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4352 - recall: 0.0728 - val_loss: 0.4331 - val_recall: 0.0711 Epoch 308/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4352 - recall: 0.0728 - val_loss: 0.4331 - val_recall: 0.0711 Epoch 309/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4351 - recall: 0.0753 - val_loss: 0.4330 - val_recall: 0.0711 Epoch 310/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4350 - recall: 0.0769 - val_loss: 0.4329 - val_recall: 0.0711 Epoch 311/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4349 - recall: 0.0794 - val_loss: 0.4329 - val_recall: 0.0711 Epoch 312/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4349 - recall: 0.0802 - val_loss: 0.4328 - val_recall: 0.0711 Epoch 313/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4348 - recall: 0.0818 - val_loss: 0.4327 - val_recall: 0.0711 Epoch 314/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4347 - recall: 0.0827 - val_loss: 0.4326 - val_recall: 0.0735 Epoch 315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4346 - recall: 0.0843 - val_loss: 0.4326 - val_recall: 0.0735 Epoch 316/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4346 - recall: 0.0851 - val_loss: 0.4325 - val_recall: 0.0735 Epoch 317/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4345 - recall: 0.0859 - val_loss: 0.4324 - val_recall: 0.0735 Epoch 318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4344 - recall: 0.0859 - val_loss: 0.4324 - val_recall: 0.0735 Epoch 319/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4344 - recall: 0.0859 - val_loss: 0.4323 - val_recall: 0.0735 Epoch 320/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4343 - recall: 0.0859 - val_loss: 0.4322 - val_recall: 0.0735 Epoch 321/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4342 - recall: 0.0859 - val_loss: 0.4322 - val_recall: 0.0735 Epoch 322/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4341 - recall: 0.0859 - val_loss: 0.4321 - val_recall: 0.0760 Epoch 323/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4341 - recall: 0.0859 - val_loss: 0.4320 - val_recall: 0.0760 Epoch 324/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4340 - recall: 0.0859 - val_loss: 0.4320 - val_recall: 0.0760 Epoch 325/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4339 - recall: 0.0884 - val_loss: 0.4319 - val_recall: 0.0760 Epoch 326/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4339 - recall: 0.0884 - val_loss: 0.4318 - val_recall: 0.0760 Epoch 327/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4338 - recall: 0.0884 - val_loss: 0.4318 - val_recall: 0.0784 Epoch 328/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4337 - recall: 0.0884 - val_loss: 0.4317 - val_recall: 0.0809 Epoch 329/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4336 - recall: 0.0900 - val_loss: 0.4316 - val_recall: 0.0809 Epoch 330/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4336 - recall: 0.0900 - val_loss: 0.4316 - val_recall: 0.0809 Epoch 331/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4335 - recall: 0.0908 - val_loss: 0.4315 - val_recall: 0.0809 Epoch 332/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4334 - recall: 0.0908 - val_loss: 0.4314 - val_recall: 0.0858 Epoch 333/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4334 - recall: 0.0917 - val_loss: 0.4314 - val_recall: 0.0858 Epoch 334/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4333 - recall: 0.0917 - val_loss: 0.4313 - val_recall: 0.0858 Epoch 335/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4332 - recall: 0.0925 - val_loss: 0.4312 - val_recall: 0.0858 Epoch 336/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4332 - recall: 0.0925 - val_loss: 0.4312 - val_recall: 0.0858 Epoch 337/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4331 - recall: 0.0925 - val_loss: 0.4311 - val_recall: 0.0858 Epoch 338/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4330 - recall: 0.0925 - val_loss: 0.4310 - val_recall: 0.0858 Epoch 339/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4330 - recall: 0.0925 - val_loss: 0.4310 - val_recall: 0.0858 Epoch 340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4329 - recall: 0.0925 - val_loss: 0.4309 - val_recall: 0.0882 Epoch 341/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4328 - recall: 0.0925 - val_loss: 0.4309 - val_recall: 0.0882 Epoch 342/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4328 - recall: 0.0949 - val_loss: 0.4308 - val_recall: 0.0907 Epoch 343/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4327 - recall: 0.0949 - val_loss: 0.4307 - val_recall: 0.0907 Epoch 344/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4326 - recall: 0.0949 - val_loss: 0.4307 - val_recall: 0.0907 Epoch 345/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4326 - recall: 0.0966 - val_loss: 0.4306 - val_recall: 0.0907 Epoch 346/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4325 - recall: 0.0966 - val_loss: 0.4305 - val_recall: 0.0907 Epoch 347/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4325 - recall: 0.0974 - val_loss: 0.4305 - val_recall: 0.0907 Epoch 348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4324 - recall: 0.0974 - val_loss: 0.4304 - val_recall: 0.0907 Epoch 349/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4323 - recall: 0.0982 - val_loss: 0.4304 - val_recall: 0.0907 Epoch 350/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4323 - recall: 0.0982 - val_loss: 0.4303 - val_recall: 0.0907 Epoch 351/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4322 - recall: 0.0974 - val_loss: 0.4302 - val_recall: 0.0907 Epoch 352/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.0982 - val_loss: 0.4302 - val_recall: 0.0907 Epoch 353/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.0982 - val_loss: 0.4301 - val_recall: 0.0907 Epoch 354/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.0982 - val_loss: 0.4301 - val_recall: 0.0907 Epoch 355/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.0982 - val_loss: 0.4300 - val_recall: 0.0931 Epoch 356/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4319 - recall: 0.0990 - val_loss: 0.4300 - val_recall: 0.0931 Epoch 357/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4318 - recall: 0.0998 - val_loss: 0.4299 - val_recall: 0.0956 Epoch 358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4318 - recall: 0.0998 - val_loss: 0.4298 - val_recall: 0.0956 Epoch 359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4317 - recall: 0.1007 - val_loss: 0.4298 - val_recall: 0.0956 Epoch 360/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4317 - recall: 0.1015 - val_loss: 0.4297 - val_recall: 0.0956 Epoch 361/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4316 - recall: 0.1015 - val_loss: 0.4297 - val_recall: 0.0956 Epoch 362/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4315 - recall: 0.1023 - val_loss: 0.4296 - val_recall: 0.0956 Epoch 363/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4315 - recall: 0.1023 - val_loss: 0.4295 - val_recall: 0.0956 Epoch 364/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4314 - recall: 0.1023 - val_loss: 0.4295 - val_recall: 0.0956 Epoch 365/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4314 - recall: 0.1023 - val_loss: 0.4294 - val_recall: 0.0956 Epoch 366/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4313 - recall: 0.1023 - val_loss: 0.4294 - val_recall: 0.0956 Epoch 367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4312 - recall: 0.1023 - val_loss: 0.4293 - val_recall: 0.0980 Epoch 368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4312 - recall: 0.1039 - val_loss: 0.4293 - val_recall: 0.0980 Epoch 369/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4311 - recall: 0.1031 - val_loss: 0.4292 - val_recall: 0.0980 Epoch 370/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4311 - recall: 0.1039 - val_loss: 0.4292 - val_recall: 0.0980 Epoch 371/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4310 - recall: 0.1039 - val_loss: 0.4291 - val_recall: 0.0980 Epoch 372/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4309 - recall: 0.1056 - val_loss: 0.4290 - val_recall: 0.0980 Epoch 373/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4309 - recall: 0.1056 - val_loss: 0.4290 - val_recall: 0.0980 Epoch 374/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4308 - recall: 0.1056 - val_loss: 0.4289 - val_recall: 0.0980 Epoch 375/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4308 - recall: 0.1056 - val_loss: 0.4289 - val_recall: 0.0980 Epoch 376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4307 - recall: 0.1056 - val_loss: 0.4288 - val_recall: 0.0980 Epoch 377/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4307 - recall: 0.1056 - val_loss: 0.4288 - val_recall: 0.0980 Epoch 378/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4306 - recall: 0.1072 - val_loss: 0.4287 - val_recall: 0.1005 Epoch 379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4305 - recall: 0.1064 - val_loss: 0.4287 - val_recall: 0.1005 Epoch 380/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4305 - recall: 0.1072 - val_loss: 0.4286 - val_recall: 0.1005 Epoch 381/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4304 - recall: 0.1072 - val_loss: 0.4286 - val_recall: 0.1005 Epoch 382/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4304 - recall: 0.1080 - val_loss: 0.4285 - val_recall: 0.1005 Epoch 383/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4303 - recall: 0.1080 - val_loss: 0.4285 - val_recall: 0.1005 Epoch 384/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4303 - recall: 0.1080 - val_loss: 0.4284 - val_recall: 0.1005 Epoch 385/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4302 - recall: 0.1088 - val_loss: 0.4284 - val_recall: 0.1005 Epoch 386/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4302 - recall: 0.1088 - val_loss: 0.4283 - val_recall: 0.1005 Epoch 387/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4301 - recall: 0.1088 - val_loss: 0.4282 - val_recall: 0.1029 Epoch 388/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4300 - recall: 0.1097 - val_loss: 0.4282 - val_recall: 0.1029 Epoch 389/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4300 - recall: 0.1097 - val_loss: 0.4281 - val_recall: 0.1029 Epoch 390/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4299 - recall: 0.1097 - val_loss: 0.4281 - val_recall: 0.1029 Epoch 391/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4299 - recall: 0.1097 - val_loss: 0.4280 - val_recall: 0.1029 Epoch 392/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4298 - recall: 0.1113 - val_loss: 0.4280 - val_recall: 0.1029 Epoch 393/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4298 - recall: 0.1121 - val_loss: 0.4279 - val_recall: 0.1029 Epoch 394/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4297 - recall: 0.1137 - val_loss: 0.4279 - val_recall: 0.1029 Epoch 395/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4297 - recall: 0.1137 - val_loss: 0.4278 - val_recall: 0.1029 Epoch 396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4296 - recall: 0.1137 - val_loss: 0.4278 - val_recall: 0.1029 Epoch 397/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4296 - recall: 0.1137 - val_loss: 0.4277 - val_recall: 0.1029 Epoch 398/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4295 - recall: 0.1137 - val_loss: 0.4277 - val_recall: 0.1029 Epoch 399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4294 - recall: 0.1137 - val_loss: 0.4276 - val_recall: 0.1054 Epoch 400/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4294 - recall: 0.1137 - val_loss: 0.4276 - val_recall: 0.1054 Epoch 401/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4293 - recall: 0.1146 - val_loss: 0.4275 - val_recall: 0.1054 Epoch 402/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4293 - recall: 0.1146 - val_loss: 0.4275 - val_recall: 0.1054 Epoch 403/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4292 - recall: 0.1146 - val_loss: 0.4274 - val_recall: 0.1054 Epoch 404/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4292 - recall: 0.1146 - val_loss: 0.4274 - val_recall: 0.1054 Epoch 405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4291 - recall: 0.1154 - val_loss: 0.4273 - val_recall: 0.1054 Epoch 406/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4291 - recall: 0.1162 - val_loss: 0.4273 - val_recall: 0.1054 Epoch 407/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4290 - recall: 0.1170 - val_loss: 0.4272 - val_recall: 0.1054 Epoch 408/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4290 - recall: 0.1170 - val_loss: 0.4272 - val_recall: 0.1054 Epoch 409/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4289 - recall: 0.1170 - val_loss: 0.4271 - val_recall: 0.1054 Epoch 410/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4289 - recall: 0.1170 - val_loss: 0.4271 - val_recall: 0.1054 Epoch 411/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.1178 - val_loss: 0.4270 - val_recall: 0.1054 Epoch 412/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.1178 - val_loss: 0.4270 - val_recall: 0.1054 Epoch 413/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4287 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054 Epoch 414/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4287 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054 Epoch 415/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4286 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054 Epoch 416/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4286 - recall: 0.1203 - val_loss: 0.4268 - val_recall: 0.1054 Epoch 417/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.1203 - val_loss: 0.4268 - val_recall: 0.1054 Epoch 418/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.1203 - val_loss: 0.4267 - val_recall: 0.1054 Epoch 419/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4284 - recall: 0.1203 - val_loss: 0.4267 - val_recall: 0.1054 Epoch 420/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4284 - recall: 0.1203 - val_loss: 0.4266 - val_recall: 0.1054 Epoch 421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4283 - recall: 0.1203 - val_loss: 0.4266 - val_recall: 0.1054 Epoch 422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4283 - recall: 0.1203 - val_loss: 0.4265 - val_recall: 0.1054 Epoch 423/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4282 - recall: 0.1211 - val_loss: 0.4265 - val_recall: 0.1078 Epoch 424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4282 - recall: 0.1227 - val_loss: 0.4264 - val_recall: 0.1103 Epoch 425/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4281 - recall: 0.1227 - val_loss: 0.4264 - val_recall: 0.1103 Epoch 426/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4281 - recall: 0.1244 - val_loss: 0.4263 - val_recall: 0.1103 Epoch 427/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.1236 - val_loss: 0.4263 - val_recall: 0.1103 Epoch 428/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4280 - recall: 0.1244 - val_loss: 0.4262 - val_recall: 0.1103 Epoch 429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.1252 - val_loss: 0.4262 - val_recall: 0.1103 Epoch 430/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.1252 - val_loss: 0.4262 - val_recall: 0.1103 Epoch 431/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4278 - recall: 0.1252 - val_loss: 0.4261 - val_recall: 0.1103 Epoch 432/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4278 - recall: 0.1252 - val_loss: 0.4261 - val_recall: 0.1103 Epoch 433/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4277 - recall: 0.1252 - val_loss: 0.4260 - val_recall: 0.1103 Epoch 434/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4277 - recall: 0.1252 - val_loss: 0.4260 - val_recall: 0.1103 Epoch 435/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4276 - recall: 0.1260 - val_loss: 0.4259 - val_recall: 0.1103 Epoch 436/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4276 - recall: 0.1260 - val_loss: 0.4259 - val_recall: 0.1103 Epoch 437/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.1268 - val_loss: 0.4258 - val_recall: 0.1103 Epoch 438/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.1277 - val_loss: 0.4258 - val_recall: 0.1103 Epoch 439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4274 - recall: 0.1277 - val_loss: 0.4258 - val_recall: 0.1103 Epoch 440/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4274 - recall: 0.1277 - val_loss: 0.4257 - val_recall: 0.1127 Epoch 441/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4257 - val_recall: 0.1127 Epoch 442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4256 - val_recall: 0.1127 Epoch 443/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4256 - val_recall: 0.1127 Epoch 444/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.1277 - val_loss: 0.4255 - val_recall: 0.1127 Epoch 445/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.1277 - val_loss: 0.4255 - val_recall: 0.1127 Epoch 446/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4271 - recall: 0.1285 - val_loss: 0.4255 - val_recall: 0.1127 Epoch 447/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4271 - recall: 0.1285 - val_loss: 0.4254 - val_recall: 0.1127 Epoch 448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.1285 - val_loss: 0.4254 - val_recall: 0.1127 Epoch 449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.1285 - val_loss: 0.4253 - val_recall: 0.1152 Epoch 450/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4269 - recall: 0.1285 - val_loss: 0.4253 - val_recall: 0.1152 Epoch 451/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4269 - recall: 0.1285 - val_loss: 0.4252 - val_recall: 0.1176 Epoch 452/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4268 - recall: 0.1293 - val_loss: 0.4252 - val_recall: 0.1176 Epoch 453/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4268 - recall: 0.1301 - val_loss: 0.4252 - val_recall: 0.1176 Epoch 454/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4268 - recall: 0.1293 - val_loss: 0.4251 - val_recall: 0.1176 Epoch 455/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4267 - recall: 0.1301 - val_loss: 0.4251 - val_recall: 0.1176 Epoch 456/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4267 - recall: 0.1301 - val_loss: 0.4250 - val_recall: 0.1176 Epoch 457/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4266 - recall: 0.1309 - val_loss: 0.4250 - val_recall: 0.1176 Epoch 458/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4266 - recall: 0.1301 - val_loss: 0.4249 - val_recall: 0.1176 Epoch 459/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4265 - recall: 0.1309 - val_loss: 0.4249 - val_recall: 0.1201 Epoch 460/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4265 - recall: 0.1309 - val_loss: 0.4249 - val_recall: 0.1225 Epoch 461/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4264 - recall: 0.1309 - val_loss: 0.4248 - val_recall: 0.1225 Epoch 462/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4264 - recall: 0.1318 - val_loss: 0.4248 - val_recall: 0.1225 Epoch 463/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4264 - recall: 0.1334 - val_loss: 0.4247 - val_recall: 0.1250 Epoch 464/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4263 - recall: 0.1342 - val_loss: 0.4247 - val_recall: 0.1250 Epoch 465/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4263 - recall: 0.1342 - val_loss: 0.4247 - val_recall: 0.1250 Epoch 466/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4262 - recall: 0.1342 - val_loss: 0.4246 - val_recall: 0.1250 Epoch 467/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4262 - recall: 0.1342 - val_loss: 0.4246 - val_recall: 0.1250 Epoch 468/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4261 - recall: 0.1350 - val_loss: 0.4245 - val_recall: 0.1250 Epoch 469/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4261 - recall: 0.1358 - val_loss: 0.4245 - val_recall: 0.1250 Epoch 470/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4261 - recall: 0.1358 - val_loss: 0.4245 - val_recall: 0.1250 Epoch 471/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4260 - recall: 0.1358 - val_loss: 0.4244 - val_recall: 0.1250 Epoch 472/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4260 - recall: 0.1358 - val_loss: 0.4244 - val_recall: 0.1250 Epoch 473/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4259 - recall: 0.1358 - val_loss: 0.4243 - val_recall: 0.1250 Epoch 474/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4259 - recall: 0.1375 - val_loss: 0.4243 - val_recall: 0.1250 Epoch 475/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4258 - recall: 0.1383 - val_loss: 0.4243 - val_recall: 0.1250 Epoch 476/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4258 - recall: 0.1367 - val_loss: 0.4242 - val_recall: 0.1250 Epoch 477/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1375 - val_loss: 0.4242 - val_recall: 0.1250 Epoch 478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1391 - val_loss: 0.4241 - val_recall: 0.1275 Epoch 479/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1391 - val_loss: 0.4241 - val_recall: 0.1275 Epoch 480/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4256 - recall: 0.1399 - val_loss: 0.4241 - val_recall: 0.1275 Epoch 481/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4256 - recall: 0.1399 - val_loss: 0.4240 - val_recall: 0.1275 Epoch 482/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1408 - val_loss: 0.4240 - val_recall: 0.1275 Epoch 483/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1408 - val_loss: 0.4239 - val_recall: 0.1275 Epoch 484/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1424 - val_loss: 0.4239 - val_recall: 0.1275 Epoch 485/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4254 - recall: 0.1432 - val_loss: 0.4239 - val_recall: 0.1275 Epoch 486/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4254 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275 Epoch 487/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275 Epoch 488/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275 Epoch 489/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4237 - val_recall: 0.1275 Epoch 490/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4252 - recall: 0.1440 - val_loss: 0.4237 - val_recall: 0.1275 Epoch 491/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4252 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275 Epoch 492/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275 Epoch 493/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275 Epoch 494/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4235 - val_recall: 0.1275 Epoch 495/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4250 - recall: 0.1448 - val_loss: 0.4235 - val_recall: 0.1275 Epoch 496/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4250 - recall: 0.1448 - val_loss: 0.4235 - val_recall: 0.1275 Epoch 497/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.1448 - val_loss: 0.4234 - val_recall: 0.1275 Epoch 498/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.1440 - val_loss: 0.4234 - val_recall: 0.1275 Epoch 499/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4249 - recall: 0.1457 - val_loss: 0.4233 - val_recall: 0.1275 Epoch 500/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4248 - recall: 0.1448 - val_loss: 0.4233 - val_recall: 0.1275 Epoch 501/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4248 - recall: 0.1457 - val_loss: 0.4233 - val_recall: 0.1299 Epoch 502/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1457 - val_loss: 0.4232 - val_recall: 0.1299 Epoch 503/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1465 - val_loss: 0.4232 - val_recall: 0.1299 Epoch 504/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1465 - val_loss: 0.4232 - val_recall: 0.1324 Epoch 505/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4246 - recall: 0.1465 - val_loss: 0.4231 - val_recall: 0.1324 Epoch 506/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4246 - recall: 0.1473 - val_loss: 0.4231 - val_recall: 0.1324 Epoch 507/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4245 - recall: 0.1473 - val_loss: 0.4230 - val_recall: 0.1324 Epoch 508/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4245 - recall: 0.1473 - val_loss: 0.4230 - val_recall: 0.1324 Epoch 509/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4245 - recall: 0.1481 - val_loss: 0.4230 - val_recall: 0.1324 Epoch 510/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4244 - recall: 0.1473 - val_loss: 0.4229 - val_recall: 0.1324 Epoch 511/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4244 - recall: 0.1481 - val_loss: 0.4229 - val_recall: 0.1324 Epoch 512/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1481 - val_loss: 0.4229 - val_recall: 0.1324 Epoch 513/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1489 - val_loss: 0.4228 - val_recall: 0.1324 Epoch 514/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1489 - val_loss: 0.4228 - val_recall: 0.1324 Epoch 515/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4242 - recall: 0.1498 - val_loss: 0.4228 - val_recall: 0.1348 Epoch 516/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4242 - recall: 0.1506 - val_loss: 0.4227 - val_recall: 0.1373 Epoch 517/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4227 - val_recall: 0.1373 Epoch 518/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4227 - val_recall: 0.1373 Epoch 519/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4226 - val_recall: 0.1373 Epoch 520/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1522 - val_loss: 0.4226 - val_recall: 0.1373 Epoch 521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1530 - val_loss: 0.4226 - val_recall: 0.1373 Epoch 522/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1522 - val_loss: 0.4225 - val_recall: 0.1373 Epoch 523/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4239 - recall: 0.1522 - val_loss: 0.4225 - val_recall: 0.1373 Epoch 524/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4239 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373 Epoch 525/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373 Epoch 526/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373 Epoch 527/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373 Epoch 528/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373 Epoch 529/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373 Epoch 530/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1522 - val_loss: 0.4222 - val_recall: 0.1373 Epoch 531/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1538 - val_loss: 0.4222 - val_recall: 0.1373 Epoch 532/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1530 - val_loss: 0.4222 - val_recall: 0.1373 Epoch 533/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373 Epoch 534/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4235 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373 Epoch 535/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4235 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373 Epoch 536/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.1530 - val_loss: 0.4220 - val_recall: 0.1373 Epoch 537/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.1530 - val_loss: 0.4220 - val_recall: 0.1373 Epoch 538/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4234 - recall: 0.1538 - val_loss: 0.4220 - val_recall: 0.1373 Epoch 539/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373 Epoch 540/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373 Epoch 541/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373 Epoch 542/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1547 - val_loss: 0.4218 - val_recall: 0.1373 Epoch 543/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1538 - val_loss: 0.4218 - val_recall: 0.1373 Epoch 544/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1538 - val_loss: 0.4218 - val_recall: 0.1373 Epoch 545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.1538 - val_loss: 0.4217 - val_recall: 0.1397 Epoch 546/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.1547 - val_loss: 0.4217 - val_recall: 0.1397 Epoch 547/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1547 - val_loss: 0.4217 - val_recall: 0.1397 Epoch 548/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1547 - val_loss: 0.4216 - val_recall: 0.1397 Epoch 549/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1555 - val_loss: 0.4216 - val_recall: 0.1397 Epoch 550/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4216 - val_recall: 0.1397 Epoch 551/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397 Epoch 552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397 Epoch 553/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4228 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397 Epoch 554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397 Epoch 555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397 Epoch 556/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4227 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397 Epoch 557/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4227 - recall: 0.1571 - val_loss: 0.4213 - val_recall: 0.1397 Epoch 558/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397 Epoch 559/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397 Epoch 560/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397 Epoch 561/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422 Epoch 562/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422 Epoch 563/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422 Epoch 564/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422 Epoch 565/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422 Epoch 566/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422 Epoch 567/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422 Epoch 568/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422 Epoch 569/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422 Epoch 570/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422 Epoch 571/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422 Epoch 572/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422 Epoch 573/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422 Epoch 574/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422 Epoch 575/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422 Epoch 576/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422 Epoch 577/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422 Epoch 578/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422 Epoch 579/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1446 Epoch 580/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1446 Epoch 581/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1495 Epoch 582/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1495 Epoch 583/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1604 - val_loss: 0.4205 - val_recall: 0.1495 Epoch 584/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1596 - val_loss: 0.4205 - val_recall: 0.1544 Epoch 585/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4205 - val_recall: 0.1544 Epoch 586/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4204 - val_recall: 0.1544 Epoch 587/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4204 - val_recall: 0.1544 Epoch 588/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1604 - val_loss: 0.4204 - val_recall: 0.1544 Epoch 589/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1604 - val_loss: 0.4204 - val_recall: 0.1544 Epoch 590/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1612 - val_loss: 0.4203 - val_recall: 0.1544 Epoch 591/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1612 - val_loss: 0.4203 - val_recall: 0.1544 Epoch 592/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1628 - val_loss: 0.4203 - val_recall: 0.1544 Epoch 593/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1620 - val_loss: 0.4202 - val_recall: 0.1544 Epoch 594/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544 Epoch 595/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544 Epoch 596/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544 Epoch 597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544 Epoch 598/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544 Epoch 599/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544 Epoch 600/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544 Epoch 601/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544 Epoch 602/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544 Epoch 603/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544 Epoch 604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4199 - val_recall: 0.1569 Epoch 605/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4199 - val_recall: 0.1569 Epoch 606/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4210 - recall: 0.1637 - val_loss: 0.4199 - val_recall: 0.1569 Epoch 607/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1569 Epoch 608/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.1637 - val_loss: 0.4198 - val_recall: 0.1569 Epoch 609/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1569 Epoch 610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1593 Epoch 611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4197 - val_recall: 0.1593 Epoch 612/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1645 - val_loss: 0.4197 - val_recall: 0.1618 Epoch 613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1653 - val_loss: 0.4197 - val_recall: 0.1618 Epoch 614/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642 Epoch 615/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1669 - val_loss: 0.4196 - val_recall: 0.1642 Epoch 616/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642 Epoch 617/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642 Epoch 618/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642 Epoch 619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642 Epoch 620/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642 Epoch 621/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4194 - val_recall: 0.1642 Epoch 622/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1694 - val_loss: 0.4194 - val_recall: 0.1667 Epoch 623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1702 - val_loss: 0.4194 - val_recall: 0.1667 Epoch 624/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1702 - val_loss: 0.4194 - val_recall: 0.1667 Epoch 625/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667 Epoch 626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667 Epoch 627/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667 Epoch 628/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667 Epoch 629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667 Epoch 630/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667 Epoch 631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667 Epoch 632/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4191 - val_recall: 0.1667 Epoch 633/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4191 - val_recall: 0.1667 Epoch 634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1710 - val_loss: 0.4191 - val_recall: 0.1667 Epoch 635/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4191 - val_recall: 0.1667 Epoch 636/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4190 - val_recall: 0.1667 Epoch 637/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4190 - val_recall: 0.1667 Epoch 638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4190 - val_recall: 0.1667 Epoch 639/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4190 - val_recall: 0.1667 Epoch 640/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667 Epoch 641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667 Epoch 642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667 Epoch 643/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4188 - val_recall: 0.1667 Epoch 644/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1702 - val_loss: 0.4188 - val_recall: 0.1667 Epoch 645/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1710 - val_loss: 0.4188 - val_recall: 0.1691 Epoch 646/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1710 - val_loss: 0.4188 - val_recall: 0.1691 Epoch 647/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691 Epoch 648/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4197 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691 Epoch 649/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4197 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691 Epoch 650/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4197 - recall: 0.1718 - val_loss: 0.4187 - val_recall: 0.1691 Epoch 651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4196 - recall: 0.1702 - val_loss: 0.4186 - val_recall: 0.1716 Epoch 652/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4196 - recall: 0.1718 - val_loss: 0.4186 - val_recall: 0.1716 Epoch 653/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4196 - recall: 0.1718 - val_loss: 0.4186 - val_recall: 0.1716 Epoch 654/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.1710 - val_loss: 0.4186 - val_recall: 0.1716 Epoch 655/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716 Epoch 656/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716 Epoch 657/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716 Epoch 658/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1710 - val_loss: 0.4185 - val_recall: 0.1716 Epoch 659/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716 Epoch 660/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1710 - val_loss: 0.4184 - val_recall: 0.1716 Epoch 661/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716 Epoch 662/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716 Epoch 663/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1710 - val_loss: 0.4183 - val_recall: 0.1716 Epoch 664/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4193 - recall: 0.1735 - val_loss: 0.4183 - val_recall: 0.1716 Epoch 665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1718 - val_loss: 0.4183 - val_recall: 0.1716 Epoch 666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1710 - val_loss: 0.4182 - val_recall: 0.1716 Epoch 667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1727 - val_loss: 0.4182 - val_recall: 0.1716 Epoch 668/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1743 - val_loss: 0.4182 - val_recall: 0.1716 Epoch 669/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1735 - val_loss: 0.4182 - val_recall: 0.1716 Epoch 670/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716 Epoch 671/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1727 - val_loss: 0.4181 - val_recall: 0.1716 Epoch 672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716 Epoch 673/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716 Epoch 674/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4180 - val_recall: 0.1716 Epoch 675/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716 Epoch 676/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716 Epoch 677/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716 Epoch 678/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1735 - val_loss: 0.4179 - val_recall: 0.1716 Epoch 679/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1743 - val_loss: 0.4179 - val_recall: 0.1716 Epoch 680/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1743 - val_loss: 0.4179 - val_recall: 0.1716 Epoch 681/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1751 - val_loss: 0.4179 - val_recall: 0.1716 Epoch 682/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1751 - val_loss: 0.4178 - val_recall: 0.1740 Epoch 683/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1743 - val_loss: 0.4178 - val_recall: 0.1740 Epoch 684/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1751 - val_loss: 0.4178 - val_recall: 0.1740 Epoch 685/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1743 - val_loss: 0.4178 - val_recall: 0.1765 Epoch 686/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1743 - val_loss: 0.4177 - val_recall: 0.1765 Epoch 687/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1743 - val_loss: 0.4177 - val_recall: 0.1765 Epoch 688/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1751 - val_loss: 0.4177 - val_recall: 0.1765 Epoch 689/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1751 - val_loss: 0.4177 - val_recall: 0.1765 Epoch 690/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765 Epoch 691/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765 Epoch 692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765 Epoch 693/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1759 - val_loss: 0.4176 - val_recall: 0.1765 Epoch 694/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1759 - val_loss: 0.4175 - val_recall: 0.1765 Epoch 695/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1776 - val_loss: 0.4175 - val_recall: 0.1765 Epoch 696/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1768 - val_loss: 0.4175 - val_recall: 0.1765 Epoch 697/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4183 - recall: 0.1776 - val_loss: 0.4175 - val_recall: 0.1765 Epoch 698/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765 Epoch 699/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1768 - val_loss: 0.4174 - val_recall: 0.1765 Epoch 700/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765 Epoch 701/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765 Epoch 702/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765 Epoch 703/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765 Epoch 704/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765 Epoch 705/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765 Epoch 706/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4181 - recall: 0.1784 - val_loss: 0.4173 - val_recall: 0.1765 Epoch 707/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765 Epoch 708/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765 Epoch 709/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765 Epoch 710/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1776 - val_loss: 0.4172 - val_recall: 0.1765 Epoch 711/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1776 - val_loss: 0.4171 - val_recall: 0.1765 Epoch 712/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1784 - val_loss: 0.4171 - val_recall: 0.1765 Epoch 713/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1768 - val_loss: 0.4171 - val_recall: 0.1765 Epoch 714/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1776 - val_loss: 0.4171 - val_recall: 0.1765 Epoch 715/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1765 Epoch 716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1765 Epoch 717/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1800 - val_loss: 0.4170 - val_recall: 0.1789 Epoch 718/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1814 Epoch 719/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814 Epoch 720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814 Epoch 721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1817 - val_loss: 0.4169 - val_recall: 0.1814 Epoch 722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814 Epoch 723/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1800 - val_loss: 0.4169 - val_recall: 0.1814 Epoch 724/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1814 Epoch 725/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1825 - val_loss: 0.4168 - val_recall: 0.1814 Epoch 726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1814 Epoch 727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1838 Epoch 728/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4175 - recall: 0.1825 - val_loss: 0.4167 - val_recall: 0.1838 Epoch 729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4174 - recall: 0.1849 - val_loss: 0.4167 - val_recall: 0.1838 Epoch 730/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.1849 - val_loss: 0.4167 - val_recall: 0.1838 Epoch 731/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.1858 - val_loss: 0.4167 - val_recall: 0.1838 Epoch 732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4174 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838 Epoch 733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1866 - val_loss: 0.4166 - val_recall: 0.1838 Epoch 734/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838 Epoch 735/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4173 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838 Epoch 736/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1849 - val_loss: 0.4166 - val_recall: 0.1838 Epoch 737/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.1866 - val_loss: 0.4165 - val_recall: 0.1838 Epoch 738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4172 - recall: 0.1858 - val_loss: 0.4165 - val_recall: 0.1838 Epoch 739/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.1874 - val_loss: 0.4165 - val_recall: 0.1838 Epoch 740/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4171 - recall: 0.1858 - val_loss: 0.4165 - val_recall: 0.1838 Epoch 741/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1838 Epoch 742/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1838 Epoch 743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1863 Epoch 744/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4164 - val_recall: 0.1863 Epoch 745/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863 Epoch 746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863 Epoch 747/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863 Epoch 748/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1874 - val_loss: 0.4163 - val_recall: 0.1863 Epoch 749/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4163 - val_recall: 0.1863 Epoch 750/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863 Epoch 751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863 Epoch 752/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4168 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863 Epoch 753/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4168 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863 Epoch 754/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4168 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863 Epoch 755/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4168 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863 Epoch 756/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1882 - val_loss: 0.4161 - val_recall: 0.1863 Epoch 757/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1874 - val_loss: 0.4161 - val_recall: 0.1863 Epoch 758/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863 Epoch 759/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1890 - val_loss: 0.4160 - val_recall: 0.1863 Epoch 760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.1882 - val_loss: 0.4160 - val_recall: 0.1863 Epoch 761/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.1890 - val_loss: 0.4160 - val_recall: 0.1863 Epoch 762/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4166 - recall: 0.1899 - val_loss: 0.4160 - val_recall: 0.1863 Epoch 763/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1890 - val_loss: 0.4159 - val_recall: 0.1863 Epoch 764/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4165 - recall: 0.1899 - val_loss: 0.4159 - val_recall: 0.1863 Epoch 765/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863 Epoch 766/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863 Epoch 767/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4164 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863 Epoch 768/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4164 - recall: 0.1915 - val_loss: 0.4158 - val_recall: 0.1863 Epoch 769/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4164 - recall: 0.1923 - val_loss: 0.4158 - val_recall: 0.1863 Epoch 770/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4164 - recall: 0.1915 - val_loss: 0.4158 - val_recall: 0.1863 Epoch 771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1923 - val_loss: 0.4158 - val_recall: 0.1863 Epoch 772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863 Epoch 773/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863 Epoch 774/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4163 - recall: 0.1923 - val_loss: 0.4157 - val_recall: 0.1863 Epoch 775/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863 Epoch 776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863 Epoch 777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1863 Epoch 778/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1907 - val_loss: 0.4156 - val_recall: 0.1887 Epoch 779/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1887 Epoch 780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1887 Epoch 781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1907 - val_loss: 0.4156 - val_recall: 0.1887 Epoch 782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1931 - val_loss: 0.4155 - val_recall: 0.1887 Epoch 783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1931 - val_loss: 0.4155 - val_recall: 0.1887 Epoch 784/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4155 - val_recall: 0.1887 Epoch 785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4155 - val_recall: 0.1887 Epoch 786/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887 Epoch 787/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887 Epoch 788/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887 Epoch 789/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1923 - val_loss: 0.4154 - val_recall: 0.1887 Epoch 790/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1923 - val_loss: 0.4154 - val_recall: 0.1887 Epoch 791/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887 Epoch 792/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887 Epoch 793/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887 Epoch 794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887 Epoch 795/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887 Epoch 796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1931 - val_loss: 0.4152 - val_recall: 0.1887 Epoch 797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1939 - val_loss: 0.4152 - val_recall: 0.1887 Epoch 798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1939 - val_loss: 0.4152 - val_recall: 0.1887 Epoch 799/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4152 - val_recall: 0.1887 Epoch 800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4151 - val_recall: 0.1887 Epoch 801/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1931 - val_loss: 0.4151 - val_recall: 0.1887 Epoch 802/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4151 - val_recall: 0.1887 Epoch 803/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1931 - val_loss: 0.4151 - val_recall: 0.1887 Epoch 804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1939 - val_loss: 0.4151 - val_recall: 0.1887 Epoch 805/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1923 - val_loss: 0.4150 - val_recall: 0.1887 Epoch 806/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1923 - val_loss: 0.4150 - val_recall: 0.1887 Epoch 807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1931 - val_loss: 0.4150 - val_recall: 0.1887 Epoch 808/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1931 - val_loss: 0.4150 - val_recall: 0.1887 Epoch 809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1939 - val_loss: 0.4150 - val_recall: 0.1887 Epoch 810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887 Epoch 811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887 Epoch 812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887 Epoch 813/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887 Epoch 814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887 Epoch 815/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887 Epoch 816/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1939 - val_loss: 0.4148 - val_recall: 0.1887 Epoch 817/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887 Epoch 818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887 Epoch 819/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.1956 - val_loss: 0.4148 - val_recall: 0.1887 Epoch 820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4151 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887 Epoch 821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4151 - recall: 0.1948 - val_loss: 0.4147 - val_recall: 0.1887 Epoch 822/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887 Epoch 823/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887 Epoch 824/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887 Epoch 825/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887 Epoch 826/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887 Epoch 827/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887 Epoch 828/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887 Epoch 829/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887 Epoch 830/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887 Epoch 831/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887 Epoch 832/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887 Epoch 833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887 Epoch 834/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887 Epoch 835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1972 - val_loss: 0.4144 - val_recall: 0.1887 Epoch 836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1964 - val_loss: 0.4144 - val_recall: 0.1887 Epoch 837/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4147 - recall: 0.1964 - val_loss: 0.4144 - val_recall: 0.1912 Epoch 838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1972 - val_loss: 0.4144 - val_recall: 0.1912 Epoch 839/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4144 - val_recall: 0.1912 Epoch 840/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1972 - val_loss: 0.4143 - val_recall: 0.1912 Epoch 841/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912 Epoch 842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912 Epoch 843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912 Epoch 844/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912 Epoch 845/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912 Epoch 846/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912 Epoch 847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912 Epoch 848/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912 Epoch 849/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912 Epoch 850/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1989 - val_loss: 0.4141 - val_recall: 0.1912 Epoch 851/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1980 - val_loss: 0.4141 - val_recall: 0.1912 Epoch 852/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1980 - val_loss: 0.4141 - val_recall: 0.1912 Epoch 853/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4143 - recall: 0.1997 - val_loss: 0.4141 - val_recall: 0.1912 Epoch 854/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1997 - val_loss: 0.4141 - val_recall: 0.1912 Epoch 855/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912 Epoch 856/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4142 - recall: 0.1989 - val_loss: 0.4140 - val_recall: 0.1912 Epoch 857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912 Epoch 858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912 Epoch 859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912 Epoch 860/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912 Epoch 861/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912 Epoch 862/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912 Epoch 863/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912 Epoch 864/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912 Epoch 865/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 866/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 867/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 868/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 869/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 870/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912 Epoch 871/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912 Epoch 872/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912 Epoch 873/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912 Epoch 874/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912 Epoch 875/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912 Epoch 876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912 Epoch 877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912 Epoch 878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912 Epoch 879/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4137 - recall: 0.2013 - val_loss: 0.4136 - val_recall: 0.1912 Epoch 880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912 Epoch 881/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4135 - val_recall: 0.1912 Epoch 882/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4136 - recall: 0.2029 - val_loss: 0.4135 - val_recall: 0.1912 Epoch 883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4135 - val_recall: 0.1912 Epoch 884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.2013 - val_loss: 0.4135 - val_recall: 0.1912 Epoch 885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2046 - val_loss: 0.4135 - val_recall: 0.1912 Epoch 886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912 Epoch 887/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912 Epoch 888/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4135 - recall: 0.2029 - val_loss: 0.4134 - val_recall: 0.1912 Epoch 889/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4134 - recall: 0.2029 - val_loss: 0.4134 - val_recall: 0.1912 Epoch 890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4134 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912 Epoch 891/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4134 - recall: 0.2038 - val_loss: 0.4133 - val_recall: 0.1936 Epoch 892/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4134 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936 Epoch 893/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936 Epoch 894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936 Epoch 895/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936 Epoch 896/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1961 Epoch 897/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4132 - val_recall: 0.1961 Epoch 898/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4132 - recall: 0.2054 - val_loss: 0.4132 - val_recall: 0.1961 Epoch 899/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2046 - val_loss: 0.4132 - val_recall: 0.1961 Epoch 900/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2054 - val_loss: 0.4132 - val_recall: 0.1961 Epoch 901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4132 - recall: 0.2070 - val_loss: 0.4132 - val_recall: 0.1961 Epoch 902/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2054 - val_loss: 0.4131 - val_recall: 0.1961 Epoch 903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961 Epoch 904/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961 Epoch 905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961 Epoch 906/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2062 - val_loss: 0.4131 - val_recall: 0.1961 Epoch 907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 908/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 909/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 911/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961 Epoch 913/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961 Epoch 914/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961 Epoch 915/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961 Epoch 916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4128 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961 Epoch 917/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2079 - val_loss: 0.4129 - val_recall: 0.1961 Epoch 918/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2087 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 920/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2070 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 922/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2095 - val_loss: 0.4128 - val_recall: 0.1961 Epoch 924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961 Epoch 925/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961 Epoch 926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961 Epoch 927/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961 Epoch 928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1985 Epoch 929/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2111 - val_loss: 0.4126 - val_recall: 0.1985 Epoch 930/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2103 - val_loss: 0.4126 - val_recall: 0.1985 Epoch 931/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4125 - recall: 0.2103 - val_loss: 0.4126 - val_recall: 0.1985 Epoch 932/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2119 - val_loss: 0.4126 - val_recall: 0.1985 Epoch 933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4126 - val_recall: 0.1985 Epoch 934/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4125 - val_recall: 0.1985 Epoch 935/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2128 - val_loss: 0.4125 - val_recall: 0.1985 Epoch 936/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4125 - val_recall: 0.1985 Epoch 937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2119 - val_loss: 0.4125 - val_recall: 0.1985 Epoch 938/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2128 - val_loss: 0.4125 - val_recall: 0.1985 Epoch 939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2136 - val_loss: 0.4125 - val_recall: 0.2010 Epoch 940/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4123 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 941/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 942/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 943/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 944/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 945/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010 Epoch 946/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010 Epoch 947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010 Epoch 948/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2144 - val_loss: 0.4123 - val_recall: 0.2010 Epoch 949/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010 Epoch 950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4123 - val_recall: 0.2010 Epoch 951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 953/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2152 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2160 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 956/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4119 - recall: 0.2152 - val_loss: 0.4122 - val_recall: 0.2010 Epoch 957/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2010 Epoch 958/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2010 Epoch 959/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4118 - recall: 0.2152 - val_loss: 0.4121 - val_recall: 0.2010 Epoch 960/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2034 Epoch 961/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2034 Epoch 962/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2034 Epoch 963/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059 Epoch 964/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059 Epoch 965/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059 Epoch 966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2169 - val_loss: 0.4120 - val_recall: 0.2059 Epoch 967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059 Epoch 968/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059 Epoch 969/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059 Epoch 970/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059 Epoch 971/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2177 - val_loss: 0.4119 - val_recall: 0.2059 Epoch 972/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2177 - val_loss: 0.4119 - val_recall: 0.2059 Epoch 973/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 974/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 977/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 978/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059 Epoch 979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 980/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 981/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 982/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2177 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 984/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059 Epoch 985/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 986/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059 Epoch 991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059 Epoch 992/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059 Epoch 993/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059 Epoch 994/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059 Epoch 995/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2193 - val_loss: 0.4115 - val_recall: 0.2059 Epoch 996/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2059 Epoch 997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2059 Epoch 998/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2083 Epoch 999/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2193 - val_loss: 0.4114 - val_recall: 0.2083 Epoch 1000/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4109 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2083 Epoch 1001/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4114 - val_recall: 0.2083 Epoch 1002/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1003/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1004/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4108 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1005/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2201 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1006/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1007/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4108 - recall: 0.2201 - val_loss: 0.4113 - val_recall: 0.2059 Epoch 1008/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2209 - val_loss: 0.4112 - val_recall: 0.2059 Epoch 1009/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2059 Epoch 1010/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2059 Epoch 1011/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2083 Epoch 1012/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2218 - val_loss: 0.4112 - val_recall: 0.2083 Epoch 1013/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2218 - val_loss: 0.4112 - val_recall: 0.2083 Epoch 1014/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1015/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2209 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1016/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4106 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1017/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2226 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1018/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2209 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1019/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083 Epoch 1020/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1021/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4105 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1022/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1023/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1024/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1025/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083 Epoch 1026/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1027/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1028/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1029/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1030/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1031/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083 Epoch 1032/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1033/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2259 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1034/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1035/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1036/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2250 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1037/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083 Epoch 1038/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2083 Epoch 1039/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2108 Epoch 1040/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2108 Epoch 1041/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108 Epoch 1042/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108 Epoch 1043/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108 Epoch 1044/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1045/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1046/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1047/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1048/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2267 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1049/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108 Epoch 1050/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1051/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1052/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1053/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1054/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1055/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108 Epoch 1056/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108 Epoch 1057/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108 Epoch 1058/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108 Epoch 1059/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108 Epoch 1060/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108 Epoch 1061/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2083 Epoch 1062/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1063/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1064/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1065/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1066/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1067/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4103 - val_recall: 0.2083 Epoch 1068/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1069/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1070/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1071/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1072/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1073/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083 Epoch 1074/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059 Epoch 1075/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2083 Epoch 1076/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2083 Epoch 1077/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059 Epoch 1078/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059 Epoch 1079/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059 Epoch 1080/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1081/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1082/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1083/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1084/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1085/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059 Epoch 1086/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2283 - val_loss: 0.4099 - val_recall: 0.2059 Epoch 1087/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059 Epoch 1088/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059 Epoch 1089/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059 Epoch 1090/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059 Epoch 1091/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1092/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1093/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1094/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1095/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1096/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059 Epoch 1097/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1098/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1099/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2291 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1101/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1102/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059 Epoch 1103/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1104/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1105/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4087 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1106/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1107/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1108/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1109/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059 Epoch 1110/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4095 - val_recall: 0.2059 Epoch 1111/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2059 Epoch 1112/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4095 - val_recall: 0.2059 Epoch 1113/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2291 - val_loss: 0.4095 - val_recall: 0.2059 Epoch 1114/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2059 Epoch 1115/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2083 Epoch 1116/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2083 Epoch 1117/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2083 Epoch 1118/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2108 Epoch 1119/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2308 - val_loss: 0.4094 - val_recall: 0.2108 Epoch 1120/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2308 - val_loss: 0.4094 - val_recall: 0.2132 Epoch 1121/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2132 Epoch 1122/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1123/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1124/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1125/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2308 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1126/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4083 - recall: 0.2308 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1127/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4093 - val_recall: 0.2132 Epoch 1128/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2308 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1129/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1130/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1131/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1132/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4081 - recall: 0.2324 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1133/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132 Epoch 1134/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2132 Epoch 1135/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2308 - val_loss: 0.4091 - val_recall: 0.2132 Epoch 1136/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2308 - val_loss: 0.4091 - val_recall: 0.2132 Epoch 1137/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2132 Epoch 1138/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2157 Epoch 1139/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2157 Epoch 1140/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1141/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1143/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1144/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157 Epoch 1147/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1148/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1149/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1150/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1151/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1152/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157 Epoch 1153/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1154/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1155/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1156/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1157/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1158/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2340 - val_loss: 0.4088 - val_recall: 0.2157 Epoch 1159/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2157 Epoch 1160/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2157 Epoch 1161/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2340 - val_loss: 0.4087 - val_recall: 0.2157 Epoch 1162/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2181 Epoch 1163/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.2349 - val_loss: 0.4087 - val_recall: 0.2181 Epoch 1164/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2181 Epoch 1165/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4087 - val_recall: 0.2181 Epoch 1166/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181 Epoch 1167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181 Epoch 1168/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181 Epoch 1169/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181 Epoch 1170/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181 Epoch 1171/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2206 Epoch 1172/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1173/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1174/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1175/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1176/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1177/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206 Epoch 1178/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1179/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1180/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2365 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1181/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1182/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4071 - recall: 0.2373 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1183/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2365 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1184/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2373 - val_loss: 0.4084 - val_recall: 0.2206 Epoch 1185/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1186/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1187/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1188/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1189/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1190/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206 Epoch 1191/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1192/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1193/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1194/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1195/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1196/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206 Epoch 1197/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1198/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1199/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1200/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1201/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1202/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4067 - recall: 0.2381 - val_loss: 0.4081 - val_recall: 0.2206 Epoch 1203/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2206 Epoch 1204/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2206 Epoch 1205/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230 Epoch 1206/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2230 Epoch 1207/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230 Epoch 1208/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230 Epoch 1209/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230 Epoch 1210/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1211/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1212/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1213/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1214/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1215/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230 Epoch 1216/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1217/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1218/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1219/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1220/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1221/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2398 - val_loss: 0.4078 - val_recall: 0.2230 Epoch 1223/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2230 Epoch 1224/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2230 Epoch 1225/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2255 Epoch 1226/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255 Epoch 1227/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4062 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255 Epoch 1228/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255 Epoch 1229/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2414 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1230/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1231/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1232/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1233/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2422 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1234/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255 Epoch 1235/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2414 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1236/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1237/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1238/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2422 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1239/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2422 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1240/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2430 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1241/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2414 - val_loss: 0.4075 - val_recall: 0.2255 Epoch 1242/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4059 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1243/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1244/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1245/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4058 - recall: 0.2439 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1246/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1247/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255 Epoch 1248/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1249/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1250/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1251/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4057 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1252/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1254/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4073 - val_recall: 0.2255 Epoch 1255/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2430 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1256/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1257/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1258/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2439 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1259/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2439 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1260/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1261/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255 Epoch 1262/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2255 Epoch 1263/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279 Epoch 1264/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2439 - val_loss: 0.4071 - val_recall: 0.2279 Epoch 1265/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279 Epoch 1266/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279 Epoch 1267/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279 Epoch 1268/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1269/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1270/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1271/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1272/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1273/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1274/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279 Epoch 1275/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1276/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2439 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1278/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1279/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1280/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279 Epoch 1281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279 Epoch 1282/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279 Epoch 1283/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2455 - val_loss: 0.4068 - val_recall: 0.2279 Epoch 1284/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2480 - val_loss: 0.4068 - val_recall: 0.2279 Epoch 1285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279 Epoch 1286/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2304 Epoch 1287/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2480 - val_loss: 0.4068 - val_recall: 0.2304 Epoch 1288/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2455 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1289/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2455 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1290/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2463 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1291/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2471 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1292/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2488 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1293/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2480 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1294/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4067 - val_recall: 0.2304 Epoch 1295/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1296/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1297/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4047 - recall: 0.2488 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1298/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1299/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1300/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1301/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304 Epoch 1302/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2304 Epoch 1303/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2304 Epoch 1304/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328 Epoch 1305/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328 Epoch 1306/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328 Epoch 1307/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328 Epoch 1308/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2328 Epoch 1309/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2353 Epoch 1310/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2504 - val_loss: 0.4064 - val_recall: 0.2353 Epoch 1311/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2353 Epoch 1312/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2512 - val_loss: 0.4064 - val_recall: 0.2353 Epoch 1313/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2377 Epoch 1314/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2377 Epoch 1315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1316/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4044 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1317/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2512 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1319/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1320/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1321/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377 Epoch 1322/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2520 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1323/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4042 - recall: 0.2520 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1324/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1325/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1326/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1327/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1328/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2537 - val_loss: 0.4062 - val_recall: 0.2377 Epoch 1329/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1330/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2537 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1331/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2545 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1332/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4040 - recall: 0.2553 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1333/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4040 - recall: 0.2553 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1334/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2537 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1335/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2561 - val_loss: 0.4061 - val_recall: 0.2377 Epoch 1336/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2545 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1337/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2553 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1338/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4039 - recall: 0.2570 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1339/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2561 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2578 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1341/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2578 - val_loss: 0.4060 - val_recall: 0.2377 Epoch 1342/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1343/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1344/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1345/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1346/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1347/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377 Epoch 1349/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1350/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1351/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4036 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1352/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4036 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1353/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1354/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1355/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377 Epoch 1356/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1357/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2578 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1360/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2602 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1361/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4034 - recall: 0.2594 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1362/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2594 - val_loss: 0.4057 - val_recall: 0.2377 Epoch 1363/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2586 - val_loss: 0.4056 - val_recall: 0.2377 Epoch 1364/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2619 - val_loss: 0.4056 - val_recall: 0.2377 Epoch 1365/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426 Epoch 1366/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426 Epoch 1367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426 Epoch 1368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426 Epoch 1369/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1370/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1371/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2602 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1372/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1373/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1374/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2627 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1375/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426 Epoch 1376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2635 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1377/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1378/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1380/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1381/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2635 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1382/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4054 - val_recall: 0.2426 Epoch 1383/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1384/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2635 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1385/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1386/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2660 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1387/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2643 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1388/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4029 - recall: 0.2643 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1389/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2651 - val_loss: 0.4053 - val_recall: 0.2426 Epoch 1390/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2635 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1391/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1392/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1393/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2651 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1394/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1395/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426 Epoch 1396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1397/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1398/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1400/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1401/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1402/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426 Epoch 1403/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1404/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1406/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1407/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1408/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1409/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426 Epoch 1410/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426 Epoch 1411/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426 Epoch 1412/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426 Epoch 1413/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426 Epoch 1414/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426 Epoch 1415/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4024 - recall: 0.2668 - val_loss: 0.4049 - val_recall: 0.2451 Epoch 1416/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2451 Epoch 1417/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1418/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1419/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2668 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1420/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2668 - val_loss: 0.4048 - val_recall: 0.2451 Epoch 1423/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2676 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1425/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2660 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1426/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1427/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4021 - recall: 0.2676 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1428/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4021 - recall: 0.2684 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451 Epoch 1430/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1431/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4020 - recall: 0.2676 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1432/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4020 - recall: 0.2692 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1433/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4020 - recall: 0.2692 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1434/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4020 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1435/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1436/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451 Epoch 1437/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1438/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4019 - recall: 0.2725 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1440/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1441/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2725 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2709 - val_loss: 0.4045 - val_recall: 0.2451 Epoch 1443/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2451 Epoch 1444/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2717 - val_loss: 0.4044 - val_recall: 0.2451 Epoch 1445/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475 Epoch 1446/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475 Epoch 1447/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475 Epoch 1448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475 Epoch 1449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2733 - val_loss: 0.4044 - val_recall: 0.2475 Epoch 1450/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1451/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2725 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1452/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2733 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1453/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2733 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1454/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1455/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1456/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2725 - val_loss: 0.4043 - val_recall: 0.2475 Epoch 1457/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1458/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1459/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1460/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1461/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1462/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1463/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2733 - val_loss: 0.4042 - val_recall: 0.2475 Epoch 1464/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4041 - val_recall: 0.2475 Epoch 1465/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2475 Epoch 1466/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2475 Epoch 1467/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2741 - val_loss: 0.4041 - val_recall: 0.2451 Epoch 1468/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2451 Epoch 1469/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2451 Epoch 1470/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1471/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1472/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1473/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1474/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2741 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1475/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1476/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451 Epoch 1477/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1479/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1480/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1481/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1482/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1483/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451 Epoch 1484/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1485/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1486/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1487/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1488/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4009 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1489/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1490/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451 Epoch 1491/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451 Epoch 1492/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451 Epoch 1493/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2758 - val_loss: 0.4037 - val_recall: 0.2451 Epoch 1494/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451 Epoch 1495/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451 Epoch 1496/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2475 Epoch 1497/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2475 Epoch 1498/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1499/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1500/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1501/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4006 - recall: 0.2758 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1502/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1503/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1504/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2758 - val_loss: 0.4036 - val_recall: 0.2475 Epoch 1505/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1506/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2758 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1507/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1508/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1509/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1510/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1511/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475 Epoch 1512/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1513/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1514/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1515/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1516/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1517/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1518/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475 Epoch 1519/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1520/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1522/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1523/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1524/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1525/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1526/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475 Epoch 1527/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1528/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1529/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1530/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1531/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1532/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2782 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1533/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2782 - val_loss: 0.4032 - val_recall: 0.2475 Epoch 1534/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1535/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1536/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1537/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1538/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1539/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1540/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475 Epoch 1541/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1542/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1543/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1544/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1546/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1547/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475 Epoch 1548/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4029 - val_recall: 0.2475 Epoch 1549/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2475 Epoch 1550/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2782 - val_loss: 0.4029 - val_recall: 0.2475 Epoch 1551/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2475 Epoch 1552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500 Epoch 1553/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500 Epoch 1554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500 Epoch 1555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1556/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1557/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1558/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1559/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1560/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1561/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500 Epoch 1562/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525 Epoch 1563/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3994 - recall: 0.2807 - val_loss: 0.4027 - val_recall: 0.2525 Epoch 1564/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525 Epoch 1565/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525 Epoch 1566/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3993 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525 Epoch 1567/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2807 - val_loss: 0.4027 - val_recall: 0.2549 Epoch 1568/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3993 - recall: 0.2799 - val_loss: 0.4027 - val_recall: 0.2549 Epoch 1569/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1570/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2799 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1571/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2823 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1572/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1573/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2823 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1574/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2815 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1575/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3991 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549 Epoch 1576/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3991 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1577/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3991 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1578/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3991 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1579/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1580/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1581/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1582/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549 Epoch 1583/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549 Epoch 1584/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549 Epoch 1585/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549 Epoch 1586/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549 Epoch 1587/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549 Epoch 1588/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2574 Epoch 1589/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1590/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2815 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1591/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1592/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1593/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2831 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1594/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2815 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1595/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574 Epoch 1596/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1598/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1599/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1600/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1601/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1602/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574 Epoch 1603/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1605/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1606/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1607/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1608/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1609/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574 Epoch 1610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1612/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1614/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1615/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1616/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574 Epoch 1617/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1618/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1620/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1621/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1622/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574 Epoch 1623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1624/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2831 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1625/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2831 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1627/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1628/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574 Epoch 1630/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1632/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1633/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2840 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1635/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1636/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574 Epoch 1637/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1639/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1640/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2840 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2848 - val_loss: 0.4016 - val_recall: 0.2574 Epoch 1643/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1644/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2864 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1645/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2848 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1646/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1647/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1648/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1649/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574 Epoch 1650/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2856 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1652/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1653/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1654/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1655/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1656/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574 Epoch 1657/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1658/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1659/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1660/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1661/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2856 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1662/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1663/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574 Epoch 1664/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574 Epoch 1665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574 Epoch 1666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574 Epoch 1667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574 Epoch 1668/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574 Epoch 1669/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2623 Epoch 1670/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1671/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2872 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2872 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1673/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3971 - recall: 0.2881 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1674/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1675/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1676/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2881 - val_loss: 0.4011 - val_recall: 0.2623 Epoch 1677/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2872 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1678/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2864 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1679/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2864 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1680/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2872 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1681/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2889 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1682/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2881 - val_loss: 0.4010 - val_recall: 0.2623 Epoch 1683/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1684/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1685/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1686/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3969 - recall: 0.2881 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1687/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3968 - recall: 0.2872 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1688/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3968 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1689/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3968 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623 Epoch 1690/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3968 - recall: 0.2881 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1691/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2889 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1693/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1694/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2889 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1695/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1696/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623 Epoch 1697/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1698/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1699/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1700/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1701/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1702/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623 Epoch 1703/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1704/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1705/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1706/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1707/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1708/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2905 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1709/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623 Epoch 1710/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1711/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3963 - recall: 0.2897 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1712/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2921 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1713/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2921 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1714/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2905 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1715/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623 Epoch 1717/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1718/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1719/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1723/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623 Epoch 1724/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1725/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1728/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2921 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1730/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4003 - val_recall: 0.2623 Epoch 1731/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1734/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1735/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1736/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1737/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623 Epoch 1738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1739/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1740/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1741/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1742/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1744/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623 Epoch 1745/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1747/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1748/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1749/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1750/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2930 - val_loss: 0.4000 - val_recall: 0.2623 Epoch 1752/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1753/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1754/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3955 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1755/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1756/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1757/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1758/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623 Epoch 1759/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1761/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1762/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1763/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1764/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1765/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623 Epoch 1766/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1767/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2930 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1768/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2938 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1769/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1770/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2954 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623 Epoch 1773/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1774/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1775/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1778/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1779/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623 Epoch 1780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1784/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623 Epoch 1786/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1787/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1788/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1789/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1790/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1791/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1792/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623 Epoch 1793/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1795/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1799/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2971 - val_loss: 0.3993 - val_recall: 0.2623 Epoch 1800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2623 Epoch 1801/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1802/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1803/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1805/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1806/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647 Epoch 1807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1808/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2979 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1813/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647 Epoch 1814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2647 Epoch 1815/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1816/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3942 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1817/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1819/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672 Epoch 1821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1822/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1823/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3003 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1824/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3011 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1825/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.2995 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1826/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3003 - val_loss: 0.3989 - val_recall: 0.2696 Epoch 1827/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3011 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1828/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3003 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1829/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.2995 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1830/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1831/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1832/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3011 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696 Epoch 1834/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3003 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1837/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1839/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1840/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3028 - val_loss: 0.3987 - val_recall: 0.2696 Epoch 1841/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1844/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1845/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1846/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696 Epoch 1848/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1849/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3028 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1850/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3028 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1851/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1852/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1853/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3934 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696 Epoch 1854/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1855/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1856/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1860/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696 Epoch 1861/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1862/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1863/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1864/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1865/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3932 - recall: 0.3052 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1866/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1867/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3983 - val_recall: 0.2696 Epoch 1868/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1869/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3036 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1870/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1871/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1872/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1873/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696 Epoch 1874/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1875/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1879/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696 Epoch 1881/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1882/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3061 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696 Epoch 1887/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1888/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1889/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1891/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1892/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1893/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696 Epoch 1894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721 Epoch 1895/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721 Epoch 1896/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721 Epoch 1897/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721 Epoch 1898/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2745 Epoch 1899/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2745 Epoch 1900/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1902/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1904/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3061 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1906/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745 Epoch 1907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1908/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1909/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1911/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745 Epoch 1913/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1914/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1915/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1917/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3069 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1918/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3077 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3069 - val_loss: 0.3975 - val_recall: 0.2745 Epoch 1920/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3069 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1922/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3069 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1925/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745 Epoch 1926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745 Epoch 1927/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745 Epoch 1928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745 Epoch 1929/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770 Epoch 1930/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770 Epoch 1931/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770 Epoch 1932/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3069 - val_loss: 0.3973 - val_recall: 0.2770 Epoch 1933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1934/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1935/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1936/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1938/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770 Epoch 1939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1940/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1941/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1942/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1943/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1944/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1945/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770 Epoch 1946/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1948/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1949/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3093 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770 Epoch 1952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1953/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3093 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1956/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1957/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1958/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770 Epoch 1959/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3085 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1960/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3093 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1961/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1962/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3085 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1963/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1964/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1965/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770 Epoch 1966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1968/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3101 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1969/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1970/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3101 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1971/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770 Epoch 1972/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3910 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1973/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3101 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1974/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1977/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1978/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770 Epoch 1979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770 Epoch 1980/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770 Epoch 1981/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770 Epoch 1982/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2794 Epoch 1983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2794 Epoch 1984/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2843 Epoch 1985/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3907 - recall: 0.3101 - val_loss: 0.3965 - val_recall: 0.2843 Epoch 1986/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3093 - val_loss: 0.3964 - val_recall: 0.2843 Epoch 1992/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3093 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1993/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1994/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1995/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3101 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1996/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3118 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1998/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3118 - val_loss: 0.3963 - val_recall: 0.2843 Epoch 1999/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3101 - val_loss: 0.3962 - val_recall: 0.2843 Epoch 2000/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3110 - val_loss: 0.3962 - val_recall: 0.2843 CPU times: user 4min 32s, sys: 25.9 s, total: 4min 58s Wall time: 3min 53s
# Predicting the training results using 0.5 as the threshold
y_train_pred_0 = (model_0.predict(x_train) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_0 = (model_0.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_0 = (model_0.predict(x_test) > 0.5)
188/188 [==============================] - 0s 2ms/step 63/63 [==============================] - 0s 1ms/step 63/63 [==============================] - 0s 1ms/step
# Display the training loss and validation loss
show_lineplot(data_train = history_0.history['loss'], data_val = history_0.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_0.history['recall'], data_val = history_0.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for training and validation data
show_classification_report(model_name = model_name_0, target_train = y_train, predictors_train = y_train_pred_0, target_val = y_val, predictors_val = y_val_pred_0)
| NN with SGD (Training) | NN with SGD (Validation) | |||||||
|---|---|---|---|---|---|---|---|---|
| precision | recall | f1-score | support | precision | recall | f1-score | support | |
| 0 | 0.84628 | 0.97133 | 0.90450 | 4778.00000 | 0.84096 | 0.96985 | 0.90082 | 1592.00000 |
| 1 | 0.73450 | 0.31015 | 0.43613 | 1222.00000 | 0.70732 | 0.28431 | 0.40559 | 408.00000 |
| accuracy | 0.83667 | 6000.00000 | 0.83000 | 2000.00000 | ||||
| macro avg | 0.79039 | 0.64074 | 0.67032 | 6000.00000 | 0.77414 | 0.62708 | 0.65321 | 2000.00000 |
| weighted avg | 0.82351 | 0.83667 | 0.80911 | 6000.00000 | 0.81370 | 0.83000 | 0.79979 | 2000.00000 |
# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_0, target = y_train, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_0, target = y_val, title = '(Validation)')
Observations:
# Clear backend session
clear_session()
# Create model with Adam optimizer
model_name_1 = 'NN with Adam'
model_1 = Sequential()
model_1.add(Dense(units = 4, activation = 'relu', input_dim = x_train.shape[1]))
model_1.add(Dense(units = 4, activation = 'relu'))
model_1.add(Dense(units = 1, activation = 'sigmoid'))
model_1.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])
model_1.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 4) 48
dense_1 (Dense) (None, 4) 20
dense_2 (Dense) (None, 1) 5
=================================================================
Total params: 73 (292.00 Byte)
Trainable params: 73 (292.00 Byte)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
%%time
# Fit the model
history_1 = model_1.fit(
x_train, y_train,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
Epoch 1/2000 30/30 [==============================] - 1s 11ms/step - loss: 0.7940 - recall: 0.9501 - val_loss: 0.7613 - val_recall: 0.9118 Epoch 2/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.7346 - recall: 0.8249 - val_loss: 0.7108 - val_recall: 0.7230 Epoch 3/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.6896 - recall: 0.5851 - val_loss: 0.6687 - val_recall: 0.3971 Epoch 4/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.6486 - recall: 0.2774 - val_loss: 0.6254 - val_recall: 0.1422 Epoch 5/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.6087 - recall: 0.0745 - val_loss: 0.5851 - val_recall: 0.0221 Epoch 6/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5734 - recall: 0.0139 - val_loss: 0.5529 - val_recall: 0.0025 Epoch 7/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5465 - recall: 0.0025 - val_loss: 0.5293 - val_recall: 0.0025 Epoch 8/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5275 - recall: 0.0016 - val_loss: 0.5130 - val_recall: 0.0000e+00 Epoch 9/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5146 - recall: 8.1833e-04 - val_loss: 0.5021 - val_recall: 0.0000e+00 Epoch 10/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.5054 - recall: 0.0025 - val_loss: 0.4945 - val_recall: 0.0000e+00 Epoch 11/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4985 - recall: 0.0025 - val_loss: 0.4883 - val_recall: 0.0025 Epoch 12/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.0049 - val_loss: 0.4824 - val_recall: 0.0074 Epoch 13/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.0139 - val_loss: 0.4764 - val_recall: 0.0196 Epoch 14/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4795 - recall: 0.0344 - val_loss: 0.4702 - val_recall: 0.0392 Epoch 15/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4730 - recall: 0.0638 - val_loss: 0.4634 - val_recall: 0.0564 Epoch 16/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4667 - recall: 0.0900 - val_loss: 0.4579 - val_recall: 0.0980 Epoch 17/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4611 - recall: 0.1162 - val_loss: 0.4527 - val_recall: 0.1176 Epoch 18/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4559 - recall: 0.1506 - val_loss: 0.4472 - val_recall: 0.1446 Epoch 19/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4512 - recall: 0.1784 - val_loss: 0.4421 - val_recall: 0.1789 Epoch 20/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4476 - recall: 0.2054 - val_loss: 0.4386 - val_recall: 0.1912 Epoch 21/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4448 - recall: 0.2226 - val_loss: 0.4357 - val_recall: 0.2059 Epoch 22/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4425 - recall: 0.2406 - val_loss: 0.4336 - val_recall: 0.2230 Epoch 23/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4407 - recall: 0.2430 - val_loss: 0.4317 - val_recall: 0.2377 Epoch 24/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4392 - recall: 0.2561 - val_loss: 0.4298 - val_recall: 0.2426 Epoch 25/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4378 - recall: 0.2651 - val_loss: 0.4288 - val_recall: 0.2549 Epoch 26/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4368 - recall: 0.2643 - val_loss: 0.4275 - val_recall: 0.2647 Epoch 27/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4357 - recall: 0.2758 - val_loss: 0.4265 - val_recall: 0.2672 Epoch 28/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4348 - recall: 0.2692 - val_loss: 0.4256 - val_recall: 0.2475 Epoch 29/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4340 - recall: 0.2709 - val_loss: 0.4249 - val_recall: 0.2623 Epoch 30/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4334 - recall: 0.2717 - val_loss: 0.4243 - val_recall: 0.2647 Epoch 31/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4328 - recall: 0.2766 - val_loss: 0.4237 - val_recall: 0.2672 Epoch 32/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.2774 - val_loss: 0.4233 - val_recall: 0.2647 Epoch 33/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4317 - recall: 0.2676 - val_loss: 0.4228 - val_recall: 0.2598 Epoch 34/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4311 - recall: 0.2684 - val_loss: 0.4223 - val_recall: 0.2647 Epoch 35/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4307 - recall: 0.2676 - val_loss: 0.4221 - val_recall: 0.2672 Epoch 36/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4303 - recall: 0.2668 - val_loss: 0.4218 - val_recall: 0.2672 Epoch 37/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4300 - recall: 0.2635 - val_loss: 0.4215 - val_recall: 0.2549 Epoch 38/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4297 - recall: 0.2594 - val_loss: 0.4214 - val_recall: 0.2525 Epoch 39/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4293 - recall: 0.2537 - val_loss: 0.4211 - val_recall: 0.2500 Epoch 40/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4290 - recall: 0.2561 - val_loss: 0.4211 - val_recall: 0.2426 Epoch 41/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.2520 - val_loss: 0.4209 - val_recall: 0.2426 Epoch 42/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4287 - recall: 0.2594 - val_loss: 0.4209 - val_recall: 0.2451 Epoch 43/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.2422 - val_loss: 0.4207 - val_recall: 0.2279 Epoch 44/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4283 - recall: 0.2504 - val_loss: 0.4206 - val_recall: 0.2402 Epoch 45/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.2414 - val_loss: 0.4205 - val_recall: 0.2328 Epoch 46/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.2430 - val_loss: 0.4205 - val_recall: 0.2279 Epoch 47/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4276 - recall: 0.2414 - val_loss: 0.4203 - val_recall: 0.2304 Epoch 48/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.2414 - val_loss: 0.4204 - val_recall: 0.2304 Epoch 49/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4274 - recall: 0.2455 - val_loss: 0.4204 - val_recall: 0.2402 Epoch 50/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.2340 - val_loss: 0.4203 - val_recall: 0.2059 Epoch 51/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.2373 - val_loss: 0.4202 - val_recall: 0.2304 Epoch 52/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4270 - recall: 0.2430 - val_loss: 0.4202 - val_recall: 0.2426 Epoch 53/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4268 - recall: 0.2357 - val_loss: 0.4201 - val_recall: 0.2230 Epoch 54/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4267 - recall: 0.2373 - val_loss: 0.4200 - val_recall: 0.2255 Epoch 55/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4265 - recall: 0.2357 - val_loss: 0.4200 - val_recall: 0.2279 Epoch 56/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4266 - recall: 0.2373 - val_loss: 0.4200 - val_recall: 0.2206 Epoch 57/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4264 - recall: 0.2447 - val_loss: 0.4200 - val_recall: 0.2353 Epoch 58/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4262 - recall: 0.2365 - val_loss: 0.4198 - val_recall: 0.2255 Epoch 59/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4260 - recall: 0.2414 - val_loss: 0.4198 - val_recall: 0.2304 Epoch 60/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4260 - recall: 0.2357 - val_loss: 0.4198 - val_recall: 0.2328 Epoch 61/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4258 - recall: 0.2365 - val_loss: 0.4198 - val_recall: 0.2255 Epoch 62/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4257 - recall: 0.2332 - val_loss: 0.4197 - val_recall: 0.2230 Epoch 63/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4257 - recall: 0.2447 - val_loss: 0.4197 - val_recall: 0.2377 Epoch 64/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.2324 - val_loss: 0.4197 - val_recall: 0.2255 Epoch 65/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4253 - recall: 0.2406 - val_loss: 0.4196 - val_recall: 0.2426 Epoch 66/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4252 - recall: 0.2488 - val_loss: 0.4197 - val_recall: 0.2475 Epoch 67/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.2365 - val_loss: 0.4196 - val_recall: 0.2402 Epoch 68/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.2480 - val_loss: 0.4196 - val_recall: 0.2574 Epoch 69/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4248 - recall: 0.2520 - val_loss: 0.4195 - val_recall: 0.2500 Epoch 70/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4248 - recall: 0.2463 - val_loss: 0.4194 - val_recall: 0.2549 Epoch 71/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4246 - recall: 0.2422 - val_loss: 0.4194 - val_recall: 0.2525 Epoch 72/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4245 - recall: 0.2471 - val_loss: 0.4196 - val_recall: 0.2647 Epoch 73/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4243 - recall: 0.2570 - val_loss: 0.4195 - val_recall: 0.2500 Epoch 74/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4243 - recall: 0.2406 - val_loss: 0.4193 - val_recall: 0.2574 Epoch 75/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4240 - recall: 0.2545 - val_loss: 0.4193 - val_recall: 0.2623 Epoch 76/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4240 - recall: 0.2422 - val_loss: 0.4192 - val_recall: 0.2500 Epoch 77/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4237 - recall: 0.2553 - val_loss: 0.4192 - val_recall: 0.2598 Epoch 78/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4237 - recall: 0.2570 - val_loss: 0.4192 - val_recall: 0.2598 Epoch 79/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.2340 - val_loss: 0.4192 - val_recall: 0.2598 Epoch 80/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.2627 - val_loss: 0.4192 - val_recall: 0.2794 Epoch 81/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4233 - recall: 0.2488 - val_loss: 0.4189 - val_recall: 0.2598 Epoch 82/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4230 - recall: 0.2463 - val_loss: 0.4190 - val_recall: 0.2672 Epoch 83/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4231 - recall: 0.2676 - val_loss: 0.4188 - val_recall: 0.2623 Epoch 84/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.2406 - val_loss: 0.4189 - val_recall: 0.2549 Epoch 85/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4225 - recall: 0.2439 - val_loss: 0.4188 - val_recall: 0.2647 Epoch 86/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4223 - recall: 0.2602 - val_loss: 0.4187 - val_recall: 0.2623 Epoch 87/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4221 - recall: 0.2463 - val_loss: 0.4186 - val_recall: 0.2598 Epoch 88/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4221 - recall: 0.2430 - val_loss: 0.4186 - val_recall: 0.2672 Epoch 89/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.2471 - val_loss: 0.4185 - val_recall: 0.2623 Epoch 90/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4216 - recall: 0.2504 - val_loss: 0.4184 - val_recall: 0.2672 Epoch 91/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4214 - recall: 0.2496 - val_loss: 0.4183 - val_recall: 0.2647 Epoch 92/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4212 - recall: 0.2471 - val_loss: 0.4178 - val_recall: 0.2623 Epoch 93/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.2586 - val_loss: 0.4179 - val_recall: 0.2647 Epoch 94/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4207 - recall: 0.2422 - val_loss: 0.4175 - val_recall: 0.2598 Epoch 95/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4206 - recall: 0.2471 - val_loss: 0.4176 - val_recall: 0.2696 Epoch 96/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4204 - recall: 0.2480 - val_loss: 0.4172 - val_recall: 0.2598 Epoch 97/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.2463 - val_loss: 0.4171 - val_recall: 0.2623 Epoch 98/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.2463 - val_loss: 0.4170 - val_recall: 0.2696 Epoch 99/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.2447 - val_loss: 0.4169 - val_recall: 0.2672 Epoch 100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.2447 - val_loss: 0.4165 - val_recall: 0.2574 Epoch 101/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4191 - recall: 0.2439 - val_loss: 0.4166 - val_recall: 0.2672 Epoch 102/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.2439 - val_loss: 0.4164 - val_recall: 0.2549 Epoch 103/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.2537 - val_loss: 0.4163 - val_recall: 0.2647 Epoch 104/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.2430 - val_loss: 0.4160 - val_recall: 0.2598 Epoch 105/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.2447 - val_loss: 0.4158 - val_recall: 0.2525 Epoch 106/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4179 - recall: 0.2398 - val_loss: 0.4156 - val_recall: 0.2574 Epoch 107/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.2422 - val_loss: 0.4157 - val_recall: 0.2598 Epoch 108/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.2488 - val_loss: 0.4156 - val_recall: 0.2623 Epoch 109/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.2520 - val_loss: 0.4152 - val_recall: 0.2549 Epoch 110/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.2414 - val_loss: 0.4152 - val_recall: 0.2549 Epoch 111/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4163 - recall: 0.2447 - val_loss: 0.4150 - val_recall: 0.2598 Epoch 112/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4160 - recall: 0.2439 - val_loss: 0.4149 - val_recall: 0.2549 Epoch 113/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4160 - recall: 0.2324 - val_loss: 0.4147 - val_recall: 0.2647 Epoch 114/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4155 - recall: 0.2545 - val_loss: 0.4145 - val_recall: 0.2549 Epoch 115/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.2439 - val_loss: 0.4142 - val_recall: 0.2598 Epoch 116/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.2545 - val_loss: 0.4140 - val_recall: 0.2574 Epoch 117/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4146 - recall: 0.2390 - val_loss: 0.4139 - val_recall: 0.2598 Epoch 118/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.2480 - val_loss: 0.4137 - val_recall: 0.2475 Epoch 119/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4139 - recall: 0.2471 - val_loss: 0.4135 - val_recall: 0.2549 Epoch 120/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4137 - recall: 0.2422 - val_loss: 0.4133 - val_recall: 0.2598 Epoch 121/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2537 - val_loss: 0.4132 - val_recall: 0.2525 Epoch 122/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4129 - recall: 0.2463 - val_loss: 0.4131 - val_recall: 0.2525 Epoch 123/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2447 - val_loss: 0.4126 - val_recall: 0.2574 Epoch 124/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4123 - recall: 0.2455 - val_loss: 0.4124 - val_recall: 0.2525 Epoch 125/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4119 - recall: 0.2520 - val_loss: 0.4122 - val_recall: 0.2525 Epoch 126/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4117 - recall: 0.2512 - val_loss: 0.4118 - val_recall: 0.2525 Epoch 127/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4114 - recall: 0.2488 - val_loss: 0.4116 - val_recall: 0.2598 Epoch 128/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2725 - val_loss: 0.4114 - val_recall: 0.2549 Epoch 129/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4106 - recall: 0.2520 - val_loss: 0.4108 - val_recall: 0.2623 Epoch 130/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4102 - recall: 0.2602 - val_loss: 0.4108 - val_recall: 0.2721 Epoch 131/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4098 - recall: 0.2651 - val_loss: 0.4103 - val_recall: 0.2672 Epoch 132/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2692 - val_loss: 0.4101 - val_recall: 0.2672 Epoch 133/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4091 - recall: 0.2750 - val_loss: 0.4093 - val_recall: 0.2721 Epoch 134/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4085 - recall: 0.2594 - val_loss: 0.4085 - val_recall: 0.2819 Epoch 135/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4077 - recall: 0.2807 - val_loss: 0.4077 - val_recall: 0.2794 Epoch 136/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4070 - recall: 0.2831 - val_loss: 0.4069 - val_recall: 0.2770 Epoch 137/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4063 - recall: 0.2774 - val_loss: 0.4059 - val_recall: 0.2819 Epoch 138/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4053 - recall: 0.2700 - val_loss: 0.4044 - val_recall: 0.2966 Epoch 139/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4037 - recall: 0.3167 - val_loss: 0.4033 - val_recall: 0.2917 Epoch 140/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4029 - recall: 0.2962 - val_loss: 0.4021 - val_recall: 0.2990 Epoch 141/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.3093 - val_loss: 0.4013 - val_recall: 0.3088 Epoch 142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4005 - recall: 0.3061 - val_loss: 0.4006 - val_recall: 0.3162 Epoch 143/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.3273 - val_loss: 0.4000 - val_recall: 0.3137 Epoch 144/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.3142 - val_loss: 0.3995 - val_recall: 0.3162 Epoch 145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.3175 - val_loss: 0.3992 - val_recall: 0.3137 Epoch 146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.3183 - val_loss: 0.3987 - val_recall: 0.3284 Epoch 147/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3966 - recall: 0.3290 - val_loss: 0.3982 - val_recall: 0.3113 Epoch 148/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3960 - recall: 0.3142 - val_loss: 0.3979 - val_recall: 0.3358 Epoch 149/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3956 - recall: 0.3290 - val_loss: 0.3975 - val_recall: 0.3088 Epoch 150/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.3290 - val_loss: 0.3970 - val_recall: 0.3358 Epoch 151/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3943 - recall: 0.3249 - val_loss: 0.3969 - val_recall: 0.3284 Epoch 152/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3940 - recall: 0.3380 - val_loss: 0.3967 - val_recall: 0.2990 Epoch 153/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3290 - val_loss: 0.3962 - val_recall: 0.3284 Epoch 154/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3929 - recall: 0.3412 - val_loss: 0.3959 - val_recall: 0.3211 Epoch 155/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3928 - recall: 0.3216 - val_loss: 0.3957 - val_recall: 0.3358 Epoch 156/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3486 - val_loss: 0.3962 - val_recall: 0.2966 Epoch 157/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3921 - recall: 0.3347 - val_loss: 0.3953 - val_recall: 0.3309 Epoch 158/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3918 - recall: 0.3355 - val_loss: 0.3949 - val_recall: 0.3211 Epoch 159/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3347 - val_loss: 0.3949 - val_recall: 0.3235 Epoch 160/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3908 - recall: 0.3437 - val_loss: 0.3947 - val_recall: 0.3113 Epoch 161/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3404 - val_loss: 0.3945 - val_recall: 0.3186 Epoch 162/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3902 - recall: 0.3462 - val_loss: 0.3944 - val_recall: 0.3113 Epoch 163/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3900 - recall: 0.3363 - val_loss: 0.3938 - val_recall: 0.3284 Epoch 164/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3896 - recall: 0.3421 - val_loss: 0.3941 - val_recall: 0.3235 Epoch 165/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3894 - recall: 0.3396 - val_loss: 0.3938 - val_recall: 0.3309 Epoch 166/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3891 - recall: 0.3470 - val_loss: 0.3937 - val_recall: 0.3260 Epoch 167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3888 - recall: 0.3462 - val_loss: 0.3937 - val_recall: 0.3137 Epoch 168/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3889 - recall: 0.3478 - val_loss: 0.3936 - val_recall: 0.3088 Epoch 169/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3883 - recall: 0.3404 - val_loss: 0.3933 - val_recall: 0.3186 Epoch 170/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3880 - recall: 0.3502 - val_loss: 0.3931 - val_recall: 0.3137 Epoch 171/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3879 - recall: 0.3380 - val_loss: 0.3929 - val_recall: 0.3309 Epoch 172/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3877 - recall: 0.3527 - val_loss: 0.3929 - val_recall: 0.3162 Epoch 173/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3873 - recall: 0.3470 - val_loss: 0.3927 - val_recall: 0.3162 Epoch 174/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3874 - recall: 0.3494 - val_loss: 0.3929 - val_recall: 0.3358 Epoch 175/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3869 - recall: 0.3535 - val_loss: 0.3931 - val_recall: 0.2990 Epoch 176/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3871 - recall: 0.3372 - val_loss: 0.3926 - val_recall: 0.3211 Epoch 177/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3866 - recall: 0.3552 - val_loss: 0.3921 - val_recall: 0.3186 Epoch 178/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3866 - recall: 0.3511 - val_loss: 0.3921 - val_recall: 0.3235 Epoch 179/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3864 - recall: 0.3527 - val_loss: 0.3921 - val_recall: 0.3162 Epoch 180/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3862 - recall: 0.3584 - val_loss: 0.3923 - val_recall: 0.3162 Epoch 181/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3863 - recall: 0.3437 - val_loss: 0.3920 - val_recall: 0.3431 Epoch 182/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3858 - recall: 0.3568 - val_loss: 0.3915 - val_recall: 0.3162 Epoch 183/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3855 - recall: 0.3543 - val_loss: 0.3918 - val_recall: 0.3235 Epoch 184/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3853 - recall: 0.3445 - val_loss: 0.3918 - val_recall: 0.3407 Epoch 185/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3850 - recall: 0.3633 - val_loss: 0.3914 - val_recall: 0.3137 Epoch 186/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3848 - recall: 0.3502 - val_loss: 0.3914 - val_recall: 0.3309 Epoch 187/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3847 - recall: 0.3584 - val_loss: 0.3915 - val_recall: 0.3088 Epoch 188/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3844 - recall: 0.3601 - val_loss: 0.3912 - val_recall: 0.3284 Epoch 189/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3842 - recall: 0.3576 - val_loss: 0.3912 - val_recall: 0.3137 Epoch 190/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3844 - recall: 0.3494 - val_loss: 0.3914 - val_recall: 0.3039 Epoch 191/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3840 - recall: 0.3543 - val_loss: 0.3907 - val_recall: 0.3260 Epoch 192/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3835 - recall: 0.3552 - val_loss: 0.3905 - val_recall: 0.3382 Epoch 193/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3837 - recall: 0.3576 - val_loss: 0.3907 - val_recall: 0.3211 Epoch 194/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3833 - recall: 0.3633 - val_loss: 0.3903 - val_recall: 0.3333 Epoch 195/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3832 - recall: 0.3592 - val_loss: 0.3904 - val_recall: 0.3382 Epoch 196/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3827 - recall: 0.3592 - val_loss: 0.3901 - val_recall: 0.3333 Epoch 197/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3827 - recall: 0.3674 - val_loss: 0.3897 - val_recall: 0.3358 Epoch 198/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3823 - recall: 0.3674 - val_loss: 0.3895 - val_recall: 0.3235 Epoch 199/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3822 - recall: 0.3576 - val_loss: 0.3894 - val_recall: 0.3407 Epoch 200/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3818 - recall: 0.3617 - val_loss: 0.3892 - val_recall: 0.3260 Epoch 201/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3816 - recall: 0.3682 - val_loss: 0.3888 - val_recall: 0.3211 Epoch 202/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3814 - recall: 0.3609 - val_loss: 0.3890 - val_recall: 0.3309 Epoch 203/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3811 - recall: 0.3674 - val_loss: 0.3884 - val_recall: 0.3333 Epoch 204/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3809 - recall: 0.3633 - val_loss: 0.3885 - val_recall: 0.3431 Epoch 205/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3808 - recall: 0.3666 - val_loss: 0.3879 - val_recall: 0.3309 Epoch 206/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3807 - recall: 0.3707 - val_loss: 0.3883 - val_recall: 0.3358 Epoch 207/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3801 - recall: 0.3691 - val_loss: 0.3881 - val_recall: 0.3260 Epoch 208/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3798 - recall: 0.3715 - val_loss: 0.3874 - val_recall: 0.3260 Epoch 209/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3797 - recall: 0.3674 - val_loss: 0.3878 - val_recall: 0.3186 Epoch 210/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3795 - recall: 0.3715 - val_loss: 0.3873 - val_recall: 0.3505 Epoch 211/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3794 - recall: 0.3740 - val_loss: 0.3869 - val_recall: 0.3211 Epoch 212/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3789 - recall: 0.3707 - val_loss: 0.3862 - val_recall: 0.3505 Epoch 213/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3787 - recall: 0.3740 - val_loss: 0.3860 - val_recall: 0.3235 Epoch 214/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3785 - recall: 0.3813 - val_loss: 0.3857 - val_recall: 0.3309 Epoch 215/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.3642 - val_loss: 0.3849 - val_recall: 0.3554 Epoch 216/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.3838 - val_loss: 0.3851 - val_recall: 0.3162 Epoch 217/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3773 - recall: 0.3797 - val_loss: 0.3831 - val_recall: 0.3431 Epoch 218/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3770 - recall: 0.3822 - val_loss: 0.3823 - val_recall: 0.3407 Epoch 219/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3760 - recall: 0.3789 - val_loss: 0.3819 - val_recall: 0.3480 Epoch 220/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3763 - recall: 0.3895 - val_loss: 0.3814 - val_recall: 0.3211 Epoch 221/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3748 - recall: 0.3871 - val_loss: 0.3796 - val_recall: 0.3701 Epoch 222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3742 - recall: 0.3961 - val_loss: 0.3777 - val_recall: 0.3407 Epoch 223/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3732 - recall: 0.3936 - val_loss: 0.3768 - val_recall: 0.3431 Epoch 224/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3721 - recall: 0.3961 - val_loss: 0.3745 - val_recall: 0.3824 Epoch 225/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3719 - recall: 0.4010 - val_loss: 0.3744 - val_recall: 0.3456 Epoch 226/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3706 - recall: 0.4026 - val_loss: 0.3726 - val_recall: 0.3750 Epoch 227/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3707 - recall: 0.3920 - val_loss: 0.3718 - val_recall: 0.4044 Epoch 228/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3688 - recall: 0.3903 - val_loss: 0.3708 - val_recall: 0.3725 Epoch 229/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3680 - recall: 0.4149 - val_loss: 0.3712 - val_recall: 0.3554 Epoch 230/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3675 - recall: 0.4067 - val_loss: 0.3700 - val_recall: 0.3554 Epoch 231/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3664 - recall: 0.4026 - val_loss: 0.3696 - val_recall: 0.3431 Epoch 232/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3657 - recall: 0.3961 - val_loss: 0.3679 - val_recall: 0.3873 Epoch 233/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3647 - recall: 0.4157 - val_loss: 0.3687 - val_recall: 0.3431 Epoch 234/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3642 - recall: 0.3953 - val_loss: 0.3666 - val_recall: 0.3922 Epoch 235/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3635 - recall: 0.4157 - val_loss: 0.3661 - val_recall: 0.3775 Epoch 236/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3626 - recall: 0.4018 - val_loss: 0.3660 - val_recall: 0.4191 Epoch 237/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3628 - recall: 0.4075 - val_loss: 0.3644 - val_recall: 0.4020 Epoch 238/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3618 - recall: 0.4173 - val_loss: 0.3644 - val_recall: 0.3971 Epoch 239/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3609 - recall: 0.4100 - val_loss: 0.3640 - val_recall: 0.3725 Epoch 240/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3604 - recall: 0.4108 - val_loss: 0.3632 - val_recall: 0.3775 Epoch 241/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3600 - recall: 0.4182 - val_loss: 0.3637 - val_recall: 0.3456 Epoch 242/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3599 - recall: 0.4059 - val_loss: 0.3627 - val_recall: 0.3529 Epoch 243/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3591 - recall: 0.4239 - val_loss: 0.3606 - val_recall: 0.4020 Epoch 244/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3588 - recall: 0.4108 - val_loss: 0.3598 - val_recall: 0.4044 Epoch 245/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3580 - recall: 0.4182 - val_loss: 0.3605 - val_recall: 0.3824 Epoch 246/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3574 - recall: 0.4157 - val_loss: 0.3588 - val_recall: 0.4044 Epoch 247/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3570 - recall: 0.4264 - val_loss: 0.3590 - val_recall: 0.3873 Epoch 248/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3568 - recall: 0.4165 - val_loss: 0.3579 - val_recall: 0.3897 Epoch 249/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3561 - recall: 0.4264 - val_loss: 0.3577 - val_recall: 0.3897 Epoch 250/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3560 - recall: 0.4173 - val_loss: 0.3569 - val_recall: 0.3946 Epoch 251/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3562 - recall: 0.4108 - val_loss: 0.3577 - val_recall: 0.3652 Epoch 252/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3560 - recall: 0.4264 - val_loss: 0.3558 - val_recall: 0.3995 Epoch 253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3553 - recall: 0.4255 - val_loss: 0.3560 - val_recall: 0.4314 Epoch 254/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3547 - recall: 0.4264 - val_loss: 0.3557 - val_recall: 0.3824 Epoch 255/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3544 - recall: 0.4304 - val_loss: 0.3549 - val_recall: 0.3824 Epoch 256/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3538 - recall: 0.4206 - val_loss: 0.3543 - val_recall: 0.4044 Epoch 257/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4362 - val_loss: 0.3576 - val_recall: 0.3333 Epoch 258/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3539 - recall: 0.4206 - val_loss: 0.3540 - val_recall: 0.4314 Epoch 259/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4321 - val_loss: 0.3534 - val_recall: 0.4240 Epoch 260/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3529 - recall: 0.4370 - val_loss: 0.3539 - val_recall: 0.3824 Epoch 261/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3524 - recall: 0.4394 - val_loss: 0.3533 - val_recall: 0.3775 Epoch 262/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3525 - recall: 0.4272 - val_loss: 0.3523 - val_recall: 0.3946 Epoch 263/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3523 - recall: 0.4337 - val_loss: 0.3526 - val_recall: 0.3971 Epoch 264/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3518 - recall: 0.4386 - val_loss: 0.3521 - val_recall: 0.4020 Epoch 265/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3515 - recall: 0.4435 - val_loss: 0.3518 - val_recall: 0.4167 Epoch 266/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3515 - recall: 0.4394 - val_loss: 0.3513 - val_recall: 0.4069 Epoch 267/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4460 - val_loss: 0.3529 - val_recall: 0.3603 Epoch 268/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4386 - val_loss: 0.3510 - val_recall: 0.4093 Epoch 269/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3505 - recall: 0.4403 - val_loss: 0.3498 - val_recall: 0.4314 Epoch 270/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3503 - recall: 0.4534 - val_loss: 0.3521 - val_recall: 0.3946 Epoch 271/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3500 - recall: 0.4550 - val_loss: 0.3509 - val_recall: 0.3848 Epoch 272/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3499 - recall: 0.4321 - val_loss: 0.3492 - val_recall: 0.4510 Epoch 273/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3511 - recall: 0.4493 - val_loss: 0.3503 - val_recall: 0.4730 Epoch 274/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3505 - recall: 0.4615 - val_loss: 0.3494 - val_recall: 0.4216 Epoch 275/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3490 - recall: 0.4476 - val_loss: 0.3487 - val_recall: 0.4142 Epoch 276/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3485 - recall: 0.4640 - val_loss: 0.3495 - val_recall: 0.3848 Epoch 277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4362 - val_loss: 0.3493 - val_recall: 0.4632 Epoch 278/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3493 - recall: 0.4599 - val_loss: 0.3476 - val_recall: 0.4265 Epoch 279/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3480 - recall: 0.4591 - val_loss: 0.3482 - val_recall: 0.4020 Epoch 280/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3476 - recall: 0.4517 - val_loss: 0.3479 - val_recall: 0.4044 Epoch 281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3475 - recall: 0.4550 - val_loss: 0.3474 - val_recall: 0.4412 Epoch 282/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3481 - recall: 0.4591 - val_loss: 0.3469 - val_recall: 0.4485 Epoch 283/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3477 - recall: 0.4607 - val_loss: 0.3473 - val_recall: 0.4093 Epoch 284/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3470 - recall: 0.4501 - val_loss: 0.3472 - val_recall: 0.4363 Epoch 285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3466 - recall: 0.4689 - val_loss: 0.3474 - val_recall: 0.3824 Epoch 286/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4566 - val_loss: 0.3470 - val_recall: 0.4069 Epoch 287/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3468 - recall: 0.4558 - val_loss: 0.3461 - val_recall: 0.4363 Epoch 288/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3463 - recall: 0.4558 - val_loss: 0.3466 - val_recall: 0.4167 Epoch 289/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3459 - recall: 0.4607 - val_loss: 0.3459 - val_recall: 0.4485 Epoch 290/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3457 - recall: 0.4656 - val_loss: 0.3470 - val_recall: 0.3897 Epoch 291/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3455 - recall: 0.4550 - val_loss: 0.3453 - val_recall: 0.4387 Epoch 292/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4697 - val_loss: 0.3452 - val_recall: 0.4289 Epoch 293/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3458 - recall: 0.4722 - val_loss: 0.3453 - val_recall: 0.4167 Epoch 294/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3457 - recall: 0.4624 - val_loss: 0.3461 - val_recall: 0.3971 Epoch 295/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3463 - recall: 0.4607 - val_loss: 0.3450 - val_recall: 0.4314 Epoch 296/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3451 - recall: 0.4525 - val_loss: 0.3453 - val_recall: 0.4363 Epoch 297/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3449 - recall: 0.4714 - val_loss: 0.3448 - val_recall: 0.4069 Epoch 298/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3448 - recall: 0.4681 - val_loss: 0.3466 - val_recall: 0.3824 Epoch 299/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3453 - recall: 0.4476 - val_loss: 0.3448 - val_recall: 0.4044 Epoch 300/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3448 - recall: 0.4714 - val_loss: 0.3445 - val_recall: 0.4020 Epoch 301/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3442 - recall: 0.4763 - val_loss: 0.3453 - val_recall: 0.3873 Epoch 302/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3445 - recall: 0.4583 - val_loss: 0.3446 - val_recall: 0.4020 Epoch 303/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3442 - recall: 0.4648 - val_loss: 0.3442 - val_recall: 0.4020 Epoch 304/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3438 - recall: 0.4591 - val_loss: 0.3432 - val_recall: 0.4706 Epoch 305/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4804 - val_loss: 0.3441 - val_recall: 0.3995 Epoch 306/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3439 - recall: 0.4820 - val_loss: 0.3446 - val_recall: 0.3848 Epoch 307/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3440 - recall: 0.4615 - val_loss: 0.3428 - val_recall: 0.4412 Epoch 308/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3436 - recall: 0.4664 - val_loss: 0.3432 - val_recall: 0.4314 Epoch 309/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3436 - recall: 0.4722 - val_loss: 0.3431 - val_recall: 0.4216 Epoch 310/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3435 - recall: 0.4673 - val_loss: 0.3433 - val_recall: 0.3971 Epoch 311/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4632 - val_loss: 0.3427 - val_recall: 0.4142 Epoch 312/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4763 - val_loss: 0.3425 - val_recall: 0.4412 Epoch 313/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4583 - val_loss: 0.3426 - val_recall: 0.4730 Epoch 314/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4607 - val_loss: 0.3422 - val_recall: 0.4681 Epoch 315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3430 - recall: 0.4853 - val_loss: 0.3427 - val_recall: 0.4142 Epoch 316/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3429 - recall: 0.4722 - val_loss: 0.3436 - val_recall: 0.3873 Epoch 317/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3427 - recall: 0.4746 - val_loss: 0.3426 - val_recall: 0.4265 Epoch 318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4664 - val_loss: 0.3423 - val_recall: 0.4191 Epoch 319/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3423 - recall: 0.4714 - val_loss: 0.3419 - val_recall: 0.4167 Epoch 320/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3423 - recall: 0.4746 - val_loss: 0.3416 - val_recall: 0.4436 Epoch 321/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4705 - val_loss: 0.3430 - val_recall: 0.3971 Epoch 322/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3423 - recall: 0.4664 - val_loss: 0.3418 - val_recall: 0.4779 Epoch 323/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4746 - val_loss: 0.3421 - val_recall: 0.4118 Epoch 324/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4722 - val_loss: 0.3413 - val_recall: 0.4510 Epoch 325/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4722 - val_loss: 0.3412 - val_recall: 0.4167 Epoch 326/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4640 - val_loss: 0.3415 - val_recall: 0.4216 Epoch 327/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4664 - val_loss: 0.3413 - val_recall: 0.4314 Epoch 328/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3416 - recall: 0.4779 - val_loss: 0.3415 - val_recall: 0.4387 Epoch 329/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3415 - recall: 0.4681 - val_loss: 0.3410 - val_recall: 0.4338 Epoch 330/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3418 - recall: 0.4697 - val_loss: 0.3414 - val_recall: 0.4142 Epoch 331/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3417 - recall: 0.4771 - val_loss: 0.3407 - val_recall: 0.4191 Epoch 332/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4722 - val_loss: 0.3413 - val_recall: 0.4044 Epoch 333/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3414 - recall: 0.4755 - val_loss: 0.3412 - val_recall: 0.4240 Epoch 334/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4436 Epoch 335/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3405 - recall: 0.4771 - val_loss: 0.3415 - val_recall: 0.4044 Epoch 336/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4771 - val_loss: 0.3410 - val_recall: 0.4069 Epoch 337/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3407 - recall: 0.4730 - val_loss: 0.3410 - val_recall: 0.4069 Epoch 338/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3404 - recall: 0.4787 - val_loss: 0.3405 - val_recall: 0.4436 Epoch 339/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3405 - recall: 0.4746 - val_loss: 0.3406 - val_recall: 0.4363 Epoch 340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4779 - val_loss: 0.3417 - val_recall: 0.3946 Epoch 341/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3407 - recall: 0.4755 - val_loss: 0.3400 - val_recall: 0.4559 Epoch 342/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4828 - val_loss: 0.3401 - val_recall: 0.4191 Epoch 343/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3403 - recall: 0.4673 - val_loss: 0.3407 - val_recall: 0.4485 Epoch 344/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3406 - recall: 0.4714 - val_loss: 0.3407 - val_recall: 0.4118 Epoch 345/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4853 - val_loss: 0.3404 - val_recall: 0.4216 Epoch 346/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3401 - recall: 0.4812 - val_loss: 0.3403 - val_recall: 0.4412 Epoch 347/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3402 - recall: 0.4763 - val_loss: 0.3411 - val_recall: 0.3946 Epoch 348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4836 - val_loss: 0.3395 - val_recall: 0.4387 Epoch 349/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4689 - val_loss: 0.3399 - val_recall: 0.4510 Epoch 350/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3409 - recall: 0.4738 - val_loss: 0.3405 - val_recall: 0.4657 Epoch 351/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3403 - recall: 0.4845 - val_loss: 0.3396 - val_recall: 0.4314 Epoch 352/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3397 - recall: 0.4755 - val_loss: 0.3398 - val_recall: 0.4510 Epoch 353/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4845 - val_loss: 0.3405 - val_recall: 0.4044 Epoch 354/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3396 - recall: 0.4705 - val_loss: 0.3395 - val_recall: 0.4265 Epoch 355/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4771 - val_loss: 0.3400 - val_recall: 0.4387 Epoch 356/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3402 - recall: 0.4787 - val_loss: 0.3392 - val_recall: 0.4657 Epoch 357/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3398 - recall: 0.4804 - val_loss: 0.3395 - val_recall: 0.4657 Epoch 358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3398 - recall: 0.4755 - val_loss: 0.3399 - val_recall: 0.4142 Epoch 359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4861 - val_loss: 0.3401 - val_recall: 0.4069 Epoch 360/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3395 - recall: 0.4836 - val_loss: 0.3393 - val_recall: 0.4240 Epoch 361/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3392 - recall: 0.4771 - val_loss: 0.3395 - val_recall: 0.4510 Epoch 362/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4730 - val_loss: 0.3403 - val_recall: 0.4167 Epoch 363/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3393 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4118 Epoch 364/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3391 - recall: 0.4763 - val_loss: 0.3391 - val_recall: 0.4657 Epoch 365/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3389 - recall: 0.4795 - val_loss: 0.3395 - val_recall: 0.4314 Epoch 366/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3404 - val_recall: 0.3995 Epoch 367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4763 - val_loss: 0.3396 - val_recall: 0.4167 Epoch 368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4845 - val_loss: 0.3407 - val_recall: 0.3971 Epoch 369/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4714 - val_loss: 0.3403 - val_recall: 0.4044 Epoch 370/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3389 - recall: 0.4828 - val_loss: 0.3394 - val_recall: 0.4338 Epoch 371/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3387 - recall: 0.4795 - val_loss: 0.3391 - val_recall: 0.4755 Epoch 372/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3396 - recall: 0.4877 - val_loss: 0.3401 - val_recall: 0.4044 Epoch 373/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3386 - recall: 0.4730 - val_loss: 0.3387 - val_recall: 0.4559 Epoch 374/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4885 - val_loss: 0.3400 - val_recall: 0.4044 Epoch 375/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3392 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4093 Epoch 376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4689 - val_loss: 0.3392 - val_recall: 0.4265 Epoch 377/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4853 - val_loss: 0.3397 - val_recall: 0.4044 Epoch 378/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3387 - recall: 0.4804 - val_loss: 0.3393 - val_recall: 0.4265 Epoch 379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4828 - val_loss: 0.3389 - val_recall: 0.4461 Epoch 380/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4763 - val_loss: 0.3386 - val_recall: 0.4583 Epoch 381/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3386 - recall: 0.4845 - val_loss: 0.3399 - val_recall: 0.4167 Epoch 382/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4730 - val_loss: 0.3388 - val_recall: 0.4510 Epoch 383/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3383 - recall: 0.4853 - val_loss: 0.3386 - val_recall: 0.4387 Epoch 384/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4755 - val_loss: 0.3383 - val_recall: 0.4412 Epoch 385/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4861 - val_loss: 0.3382 - val_recall: 0.4436 Epoch 386/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3384 - recall: 0.4828 - val_loss: 0.3393 - val_recall: 0.4167 Epoch 387/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4779 - val_loss: 0.3382 - val_recall: 0.4681 Epoch 388/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4820 - val_loss: 0.3386 - val_recall: 0.4314 Epoch 389/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4853 - val_loss: 0.3451 - val_recall: 0.3554 Epoch 390/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3397 - recall: 0.4697 - val_loss: 0.3390 - val_recall: 0.4363 Epoch 391/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4738 - val_loss: 0.3387 - val_recall: 0.4412 Epoch 392/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4869 - val_loss: 0.3385 - val_recall: 0.4289 Epoch 393/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4714 - val_loss: 0.3389 - val_recall: 0.4828 Epoch 394/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4820 - val_loss: 0.3386 - val_recall: 0.4461 Epoch 395/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4787 - val_loss: 0.3391 - val_recall: 0.4363 Epoch 396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4869 - val_loss: 0.3379 - val_recall: 0.4265 Epoch 397/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3379 - recall: 0.4722 - val_loss: 0.3385 - val_recall: 0.4853 Epoch 398/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3378 - recall: 0.4918 - val_loss: 0.3405 - val_recall: 0.3971 Epoch 399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3385 - recall: 0.4763 - val_loss: 0.3374 - val_recall: 0.4632 Epoch 400/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3384 - recall: 0.4664 - val_loss: 0.3385 - val_recall: 0.4338 Epoch 401/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3381 - recall: 0.4861 - val_loss: 0.3405 - val_recall: 0.3995 Epoch 402/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3379 - recall: 0.4787 - val_loss: 0.3379 - val_recall: 0.4559 Epoch 403/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3380 - recall: 0.4812 - val_loss: 0.3383 - val_recall: 0.4779 Epoch 404/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3377 - recall: 0.4812 - val_loss: 0.3378 - val_recall: 0.4436 Epoch 405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4828 - val_loss: 0.3387 - val_recall: 0.4216 Epoch 406/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3374 - recall: 0.4853 - val_loss: 0.3388 - val_recall: 0.4118 Epoch 407/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3374 - recall: 0.4845 - val_loss: 0.3381 - val_recall: 0.4412 Epoch 408/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3373 - recall: 0.4730 - val_loss: 0.3375 - val_recall: 0.4534 Epoch 409/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4902 - val_loss: 0.3385 - val_recall: 0.4216 Epoch 410/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4746 - val_loss: 0.3377 - val_recall: 0.4583 Epoch 411/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4918 - val_loss: 0.3397 - val_recall: 0.4069 Epoch 412/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4763 - val_loss: 0.3379 - val_recall: 0.4657 Epoch 413/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4853 - val_loss: 0.3379 - val_recall: 0.4338 Epoch 414/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4118 Epoch 415/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4795 - val_loss: 0.3379 - val_recall: 0.4510 Epoch 416/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4771 - val_loss: 0.3383 - val_recall: 0.4779 Epoch 417/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3372 - recall: 0.4804 - val_loss: 0.3387 - val_recall: 0.4265 Epoch 418/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4812 - val_loss: 0.3384 - val_recall: 0.4289 Epoch 419/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3370 - recall: 0.4877 - val_loss: 0.3399 - val_recall: 0.4020 Epoch 420/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3371 - recall: 0.4656 - val_loss: 0.3386 - val_recall: 0.4632 Epoch 421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4779 - val_loss: 0.3385 - val_recall: 0.4314 Epoch 422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4926 - val_loss: 0.3394 - val_recall: 0.4093 Epoch 423/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4828 - val_loss: 0.3379 - val_recall: 0.4632 Epoch 424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4845 - val_loss: 0.3372 - val_recall: 0.4583 Epoch 425/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4755 - val_loss: 0.3385 - val_recall: 0.4534 Epoch 426/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3367 - recall: 0.4902 - val_loss: 0.3391 - val_recall: 0.4167 Epoch 427/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.4787 - val_loss: 0.3387 - val_recall: 0.4167 Epoch 428/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3369 - recall: 0.4738 - val_loss: 0.3381 - val_recall: 0.4412 Epoch 429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4935 - val_loss: 0.3392 - val_recall: 0.4142 Epoch 430/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3369 - recall: 0.4722 - val_loss: 0.3376 - val_recall: 0.4485 Epoch 431/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4820 - val_loss: 0.3388 - val_recall: 0.4240 Epoch 432/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3364 - recall: 0.4894 - val_loss: 0.3383 - val_recall: 0.4338 Epoch 433/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3367 - recall: 0.4763 - val_loss: 0.3379 - val_recall: 0.4828 Epoch 434/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3366 - recall: 0.4853 - val_loss: 0.3386 - val_recall: 0.4289 Epoch 435/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4795 - val_loss: 0.3388 - val_recall: 0.4265 Epoch 436/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3364 - recall: 0.4763 - val_loss: 0.3381 - val_recall: 0.4510 Epoch 437/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3393 - val_recall: 0.4118 Epoch 438/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3365 - recall: 0.4795 - val_loss: 0.3395 - val_recall: 0.4265 Epoch 439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4894 - val_loss: 0.3378 - val_recall: 0.4485 Epoch 440/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4722 - val_loss: 0.3384 - val_recall: 0.4877 Epoch 441/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4869 - val_loss: 0.3427 - val_recall: 0.3848 Epoch 442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4705 - val_loss: 0.3389 - val_recall: 0.4485 Epoch 443/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3360 - recall: 0.4902 - val_loss: 0.3393 - val_recall: 0.4191 Epoch 444/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3363 - recall: 0.4812 - val_loss: 0.3400 - val_recall: 0.4191 Epoch 445/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3362 - recall: 0.4812 - val_loss: 0.3391 - val_recall: 0.4289 Epoch 446/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4845 - val_loss: 0.3392 - val_recall: 0.4289 Epoch 447/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4746 - val_loss: 0.3385 - val_recall: 0.4926 Epoch 448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4902 - val_loss: 0.3390 - val_recall: 0.4436 Epoch 449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4804 - val_loss: 0.3393 - val_recall: 0.4338 Epoch 450/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4828 - val_loss: 0.3389 - val_recall: 0.4657 Epoch 451/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4771 - val_loss: 0.3393 - val_recall: 0.4167 Epoch 452/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4910 - val_loss: 0.3398 - val_recall: 0.4191 Epoch 453/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4853 - val_loss: 0.3409 - val_recall: 0.4142 Epoch 454/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4787 - val_loss: 0.3384 - val_recall: 0.4804 Epoch 455/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4828 - val_loss: 0.3387 - val_recall: 0.4681 Epoch 456/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3358 - recall: 0.4877 - val_loss: 0.3397 - val_recall: 0.4338 Epoch 457/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3358 - recall: 0.4787 - val_loss: 0.3408 - val_recall: 0.4069 Epoch 458/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3358 - recall: 0.4828 - val_loss: 0.3391 - val_recall: 0.4583 Epoch 459/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.4845 - val_loss: 0.3387 - val_recall: 0.4461 Epoch 460/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3359 - recall: 0.4861 - val_loss: 0.3392 - val_recall: 0.4412 Epoch 461/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4705 - val_loss: 0.3386 - val_recall: 0.4779 Epoch 462/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4763 - val_loss: 0.3392 - val_recall: 0.4951 Epoch 463/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4845 - val_loss: 0.3388 - val_recall: 0.4583 Epoch 464/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4836 - val_loss: 0.3388 - val_recall: 0.4706 Epoch 465/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4779 - val_loss: 0.3387 - val_recall: 0.4608 Epoch 466/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4918 - val_loss: 0.3390 - val_recall: 0.4706 Epoch 467/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4820 - val_loss: 0.3391 - val_recall: 0.4730 Epoch 468/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4861 - val_loss: 0.3395 - val_recall: 0.4314 Epoch 469/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3356 - recall: 0.4795 - val_loss: 0.3410 - val_recall: 0.4142 Epoch 470/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4861 - val_loss: 0.3388 - val_recall: 0.4877 Epoch 471/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4828 - val_loss: 0.3404 - val_recall: 0.4240 Epoch 472/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4804 - val_loss: 0.3400 - val_recall: 0.4216 Epoch 473/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4861 - val_loss: 0.3395 - val_recall: 0.4559 Epoch 474/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3351 - recall: 0.4885 - val_loss: 0.3390 - val_recall: 0.4387 Epoch 475/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3350 - recall: 0.4828 - val_loss: 0.3398 - val_recall: 0.4240 Epoch 476/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3354 - recall: 0.4828 - val_loss: 0.3394 - val_recall: 0.4559 Epoch 477/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3350 - recall: 0.4763 - val_loss: 0.3398 - val_recall: 0.4461 Epoch 478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4894 - val_loss: 0.3398 - val_recall: 0.4436 Epoch 479/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4812 - val_loss: 0.3400 - val_recall: 0.4265 Epoch 480/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4714 - val_loss: 0.3396 - val_recall: 0.4877 Epoch 481/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4845 - val_loss: 0.3394 - val_recall: 0.4583 Epoch 482/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4861 - val_loss: 0.3405 - val_recall: 0.4289 Epoch 483/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4812 - val_loss: 0.3401 - val_recall: 0.4804 Epoch 484/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4828 - val_loss: 0.3402 - val_recall: 0.4338 Epoch 485/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4795 - val_loss: 0.3399 - val_recall: 0.4608 Epoch 486/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4853 - val_loss: 0.3399 - val_recall: 0.4363 Epoch 487/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4216 Epoch 488/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4894 - val_loss: 0.3400 - val_recall: 0.4608 Epoch 489/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4795 - val_loss: 0.3413 - val_recall: 0.4191 Epoch 490/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4755 - val_loss: 0.3400 - val_recall: 0.4485 Epoch 491/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4787 - val_loss: 0.3410 - val_recall: 0.4314 Epoch 492/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3347 - recall: 0.4910 - val_loss: 0.3407 - val_recall: 0.4240 Epoch 493/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4697 - val_loss: 0.3402 - val_recall: 0.4902 Epoch 494/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4265 Epoch 495/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4951 - val_loss: 0.3419 - val_recall: 0.4191 Epoch 496/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4664 - val_loss: 0.3406 - val_recall: 0.4828 Epoch 497/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4755 - val_loss: 0.3404 - val_recall: 0.4534 Epoch 498/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4853 Epoch 499/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4608 Epoch 500/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4771 - val_loss: 0.3398 - val_recall: 0.4853 Epoch 501/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3347 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4412 Epoch 502/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4853 - val_loss: 0.3400 - val_recall: 0.4730 Epoch 503/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4812 - val_loss: 0.3407 - val_recall: 0.4559 Epoch 504/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4820 - val_loss: 0.3405 - val_recall: 0.4559 Epoch 505/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4812 - val_loss: 0.3403 - val_recall: 0.4510 Epoch 506/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4020 Epoch 507/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4845 - val_loss: 0.3416 - val_recall: 0.4289 Epoch 508/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4714 - val_loss: 0.3407 - val_recall: 0.4877 Epoch 509/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3342 - recall: 0.4861 - val_loss: 0.3402 - val_recall: 0.4583 Epoch 510/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3343 - recall: 0.4885 - val_loss: 0.3437 - val_recall: 0.4044 Epoch 511/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4746 - val_loss: 0.3415 - val_recall: 0.4289 Epoch 512/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4314 Epoch 513/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4412 Epoch 514/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4779 - val_loss: 0.3408 - val_recall: 0.4436 Epoch 515/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4885 - val_loss: 0.3405 - val_recall: 0.4559 Epoch 516/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4926 - val_loss: 0.3416 - val_recall: 0.4387 Epoch 517/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4722 - val_loss: 0.3406 - val_recall: 0.4485 Epoch 518/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4935 - val_loss: 0.3420 - val_recall: 0.4363 Epoch 519/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3341 - recall: 0.4746 - val_loss: 0.3404 - val_recall: 0.4730 Epoch 520/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3409 - val_recall: 0.4436 Epoch 521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4795 - val_loss: 0.3416 - val_recall: 0.4314 Epoch 522/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4795 - val_loss: 0.3402 - val_recall: 0.4755 Epoch 523/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4755 Epoch 524/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4894 - val_loss: 0.3430 - val_recall: 0.4167 Epoch 525/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4812 - val_loss: 0.3422 - val_recall: 0.4240 Epoch 526/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4738 - val_loss: 0.3404 - val_recall: 0.4779 Epoch 527/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4869 - val_loss: 0.3414 - val_recall: 0.4387 Epoch 528/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4828 - val_loss: 0.3404 - val_recall: 0.4779 Epoch 529/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4951 - val_loss: 0.3424 - val_recall: 0.4167 Epoch 530/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4746 - val_loss: 0.3409 - val_recall: 0.4828 Epoch 531/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4412 Epoch 532/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4861 - val_loss: 0.3407 - val_recall: 0.4681 Epoch 533/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3341 - recall: 0.4820 - val_loss: 0.3403 - val_recall: 0.4657 Epoch 534/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4755 - val_loss: 0.3404 - val_recall: 0.4804 Epoch 535/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4910 - val_loss: 0.3412 - val_recall: 0.4412 Epoch 536/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4877 - val_loss: 0.3408 - val_recall: 0.4657 Epoch 537/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4926 - val_loss: 0.3419 - val_recall: 0.4216 Epoch 538/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4812 - val_loss: 0.3413 - val_recall: 0.4363 Epoch 539/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4387 Epoch 540/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4755 - val_loss: 0.3412 - val_recall: 0.4436 Epoch 541/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3403 - val_recall: 0.4657 Epoch 542/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4984 - val_loss: 0.3430 - val_recall: 0.4142 Epoch 543/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4828 - val_loss: 0.3411 - val_recall: 0.4412 Epoch 544/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4763 - val_loss: 0.3410 - val_recall: 0.4485 Epoch 545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4795 - val_loss: 0.3406 - val_recall: 0.4828 Epoch 546/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4894 - val_loss: 0.3421 - val_recall: 0.4216 Epoch 547/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.3971 Epoch 548/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.4787 - val_loss: 0.3426 - val_recall: 0.4118 Epoch 549/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4779 - val_loss: 0.3410 - val_recall: 0.4583 Epoch 550/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4861 - val_loss: 0.3447 - val_recall: 0.3971 Epoch 551/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4738 - val_loss: 0.3432 - val_recall: 0.4069 Epoch 552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4804 - val_loss: 0.3417 - val_recall: 0.4216 Epoch 553/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4836 - val_loss: 0.3410 - val_recall: 0.4730 Epoch 554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4943 - val_loss: 0.3424 - val_recall: 0.4191 Epoch 555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4722 - val_loss: 0.3403 - val_recall: 0.4804 Epoch 556/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4265 Epoch 557/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4836 - val_loss: 0.3409 - val_recall: 0.4681 Epoch 558/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4845 - val_loss: 0.3405 - val_recall: 0.4608 Epoch 559/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4918 - val_loss: 0.3419 - val_recall: 0.4191 Epoch 560/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4812 - val_loss: 0.3416 - val_recall: 0.4412 Epoch 561/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4812 - val_loss: 0.3413 - val_recall: 0.4412 Epoch 562/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4853 - val_loss: 0.3407 - val_recall: 0.4755 Epoch 563/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4836 - val_loss: 0.3405 - val_recall: 0.4681 Epoch 564/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4804 - val_loss: 0.3412 - val_recall: 0.4461 Epoch 565/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4910 - val_loss: 0.3415 - val_recall: 0.4485 Epoch 566/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4632 Epoch 567/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4820 - val_loss: 0.3408 - val_recall: 0.4755 Epoch 568/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4820 - val_loss: 0.3406 - val_recall: 0.4779 Epoch 569/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4967 - val_loss: 0.3415 - val_recall: 0.4485 Epoch 570/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4804 - val_loss: 0.3425 - val_recall: 0.4191 Epoch 571/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4918 - val_loss: 0.3427 - val_recall: 0.4093 Epoch 572/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4763 - val_loss: 0.3408 - val_recall: 0.4730 Epoch 573/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4885 - val_loss: 0.3424 - val_recall: 0.4167 Epoch 574/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4845 - val_loss: 0.3419 - val_recall: 0.4314 Epoch 575/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4845 - val_loss: 0.3411 - val_recall: 0.4461 Epoch 576/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4730 Epoch 577/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4910 - val_loss: 0.3422 - val_recall: 0.4314 Epoch 578/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4812 - val_loss: 0.3405 - val_recall: 0.4730 Epoch 579/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4853 - val_loss: 0.3411 - val_recall: 0.4534 Epoch 580/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4877 Epoch 581/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4820 - val_loss: 0.3409 - val_recall: 0.4779 Epoch 582/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4877 - val_loss: 0.3409 - val_recall: 0.4706 Epoch 583/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.5041 - val_loss: 0.3446 - val_recall: 0.4020 Epoch 584/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3342 - recall: 0.4836 - val_loss: 0.3426 - val_recall: 0.4216 Epoch 585/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4763 - val_loss: 0.3407 - val_recall: 0.4828 Epoch 586/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4804 - val_loss: 0.3416 - val_recall: 0.4412 Epoch 587/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3410 - val_recall: 0.4632 Epoch 588/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4918 - val_loss: 0.3411 - val_recall: 0.4363 Epoch 589/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4779 Epoch 590/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4918 - val_loss: 0.3418 - val_recall: 0.4289 Epoch 591/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4804 - val_loss: 0.3406 - val_recall: 0.4681 Epoch 592/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4975 - val_loss: 0.3451 - val_recall: 0.3971 Epoch 593/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4820 - val_loss: 0.3425 - val_recall: 0.4289 Epoch 594/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4836 - val_loss: 0.3421 - val_recall: 0.4289 Epoch 595/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4828 - val_loss: 0.3408 - val_recall: 0.4681 Epoch 596/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4877 - val_loss: 0.3416 - val_recall: 0.4363 Epoch 597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4314 Epoch 598/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3425 - val_recall: 0.4265 Epoch 599/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4812 - val_loss: 0.3420 - val_recall: 0.4387 Epoch 600/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4510 Epoch 601/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4918 - val_loss: 0.3407 - val_recall: 0.4681 Epoch 602/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4795 - val_loss: 0.3411 - val_recall: 0.4681 Epoch 603/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3413 - val_recall: 0.4363 Epoch 604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4820 - val_loss: 0.3414 - val_recall: 0.4338 Epoch 605/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4869 - val_loss: 0.3413 - val_recall: 0.4363 Epoch 606/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4828 - val_loss: 0.3418 - val_recall: 0.4314 Epoch 607/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4959 - val_loss: 0.3429 - val_recall: 0.4265 Epoch 608/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4771 - val_loss: 0.3407 - val_recall: 0.4755 Epoch 609/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4910 - val_loss: 0.3416 - val_recall: 0.4289 Epoch 610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4338 Epoch 611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4885 - val_loss: 0.3418 - val_recall: 0.4412 Epoch 612/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4771 - val_loss: 0.3410 - val_recall: 0.4436 Epoch 613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3417 - val_recall: 0.4289 Epoch 614/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4902 - val_loss: 0.3418 - val_recall: 0.4338 Epoch 615/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4869 - val_loss: 0.3412 - val_recall: 0.4510 Epoch 616/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4804 - val_loss: 0.3408 - val_recall: 0.4706 Epoch 617/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4877 - val_loss: 0.3414 - val_recall: 0.4412 Epoch 618/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4877 - val_loss: 0.3410 - val_recall: 0.4534 Epoch 619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4869 - val_loss: 0.3408 - val_recall: 0.4387 Epoch 620/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4763 - val_loss: 0.3412 - val_recall: 0.4436 Epoch 621/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4877 - val_loss: 0.3412 - val_recall: 0.4510 Epoch 622/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4975 - val_loss: 0.3420 - val_recall: 0.4265 Epoch 623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4853 - val_loss: 0.3430 - val_recall: 0.4167 Epoch 624/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4657 Epoch 625/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3415 - val_recall: 0.4338 Epoch 626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4836 - val_loss: 0.3422 - val_recall: 0.4240 Epoch 627/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4510 Epoch 628/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4755 - val_loss: 0.3410 - val_recall: 0.4975 Epoch 629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4436 Epoch 630/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4877 - val_loss: 0.3416 - val_recall: 0.4804 Epoch 631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3408 - val_recall: 0.4387 Epoch 632/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4828 - val_loss: 0.3412 - val_recall: 0.4314 Epoch 633/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3412 - val_recall: 0.4534 Epoch 634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4959 - val_loss: 0.3415 - val_recall: 0.4363 Epoch 635/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4812 - val_loss: 0.3426 - val_recall: 0.4289 Epoch 636/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3407 - val_recall: 0.4730 Epoch 637/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4910 - val_loss: 0.3403 - val_recall: 0.4632 Epoch 638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3410 - val_recall: 0.4657 Epoch 639/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4861 - val_loss: 0.3408 - val_recall: 0.4387 Epoch 640/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4885 - val_loss: 0.3409 - val_recall: 0.4461 Epoch 641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4943 - val_loss: 0.3416 - val_recall: 0.4265 Epoch 642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4722 - val_loss: 0.3411 - val_recall: 0.4363 Epoch 643/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4845 - val_loss: 0.3404 - val_recall: 0.4730 Epoch 644/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4902 - val_loss: 0.3413 - val_recall: 0.4387 Epoch 645/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4861 - val_loss: 0.3411 - val_recall: 0.4338 Epoch 646/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4885 - val_loss: 0.3403 - val_recall: 0.4559 Epoch 647/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4836 - val_loss: 0.3407 - val_recall: 0.4657 Epoch 648/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4853 - val_loss: 0.3404 - val_recall: 0.4559 Epoch 649/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4894 - val_loss: 0.3408 - val_recall: 0.4559 Epoch 650/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4885 - val_loss: 0.3425 - val_recall: 0.4289 Epoch 651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4787 - val_loss: 0.3412 - val_recall: 0.4461 Epoch 652/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3403 - val_recall: 0.4534 Epoch 653/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4918 - val_loss: 0.3410 - val_recall: 0.4314 Epoch 654/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4363 Epoch 655/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4869 - val_loss: 0.3407 - val_recall: 0.4755 Epoch 656/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4935 - val_loss: 0.3423 - val_recall: 0.4216 Epoch 657/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3412 - val_recall: 0.4363 Epoch 658/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4730 - val_loss: 0.3410 - val_recall: 0.4975 Epoch 659/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4935 - val_loss: 0.3408 - val_recall: 0.4583 Epoch 660/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4820 - val_loss: 0.3404 - val_recall: 0.4559 Epoch 661/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4943 - val_loss: 0.3407 - val_recall: 0.4657 Epoch 662/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4836 - val_loss: 0.3407 - val_recall: 0.4755 Epoch 663/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4730 Epoch 664/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4935 - val_loss: 0.3424 - val_recall: 0.4216 Epoch 665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4771 - val_loss: 0.3418 - val_recall: 0.4240 Epoch 666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4877 - val_loss: 0.3399 - val_recall: 0.4608 Epoch 667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4885 - val_loss: 0.3400 - val_recall: 0.4755 Epoch 668/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4191 Epoch 669/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3409 - val_recall: 0.4436 Epoch 670/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4738 - val_loss: 0.3402 - val_recall: 0.4853 Epoch 671/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4763 - val_loss: 0.3417 - val_recall: 0.5000 Epoch 672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4885 - val_loss: 0.3412 - val_recall: 0.5000 Epoch 673/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3397 - val_recall: 0.4681 Epoch 674/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3406 - val_recall: 0.4730 Epoch 675/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4910 - val_loss: 0.3420 - val_recall: 0.4216 Epoch 676/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4951 - val_loss: 0.3431 - val_recall: 0.4142 Epoch 677/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4877 - val_loss: 0.3443 - val_recall: 0.3971 Epoch 678/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3401 - val_recall: 0.4828 Epoch 679/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3409 - val_recall: 0.4387 Epoch 680/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4853 - val_loss: 0.3413 - val_recall: 0.4338 Epoch 681/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4338 Epoch 682/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4885 - val_loss: 0.3414 - val_recall: 0.4289 Epoch 683/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4763 - val_loss: 0.3403 - val_recall: 0.4804 Epoch 684/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3403 - val_recall: 0.4706 Epoch 685/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4828 - val_loss: 0.3402 - val_recall: 0.4706 Epoch 686/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4828 - val_loss: 0.3403 - val_recall: 0.4632 Epoch 687/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4967 - val_loss: 0.3407 - val_recall: 0.4412 Epoch 688/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3416 - val_recall: 0.4265 Epoch 689/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4836 - val_loss: 0.3404 - val_recall: 0.4363 Epoch 690/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4338 Epoch 691/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3408 - val_recall: 0.4461 Epoch 692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4706 Epoch 693/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4967 - val_loss: 0.3408 - val_recall: 0.4706 Epoch 694/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4861 - val_loss: 0.3403 - val_recall: 0.4534 Epoch 695/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3410 - val_recall: 0.4412 Epoch 696/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3403 - val_recall: 0.4779 Epoch 697/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4902 - val_loss: 0.3406 - val_recall: 0.4387 Epoch 698/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3423 - val_recall: 0.4191 Epoch 699/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4804 - val_loss: 0.3406 - val_recall: 0.5074 Epoch 700/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4363 Epoch 701/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4894 - val_loss: 0.3403 - val_recall: 0.4559 Epoch 702/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4265 Epoch 703/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4755 - val_loss: 0.3403 - val_recall: 0.4485 Epoch 704/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4885 - val_loss: 0.3417 - val_recall: 0.4314 Epoch 705/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4910 - val_loss: 0.3424 - val_recall: 0.4167 Epoch 706/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3411 - val_recall: 0.4314 Epoch 707/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3322 - recall: 0.4853 - val_loss: 0.3407 - val_recall: 0.4436 Epoch 708/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4763 - val_loss: 0.3406 - val_recall: 0.4804 Epoch 709/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4436 Epoch 710/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4885 - val_loss: 0.3414 - val_recall: 0.4436 Epoch 711/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4583 Epoch 712/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4951 - val_loss: 0.3411 - val_recall: 0.4289 Epoch 713/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4648 - val_loss: 0.3410 - val_recall: 0.5025 Epoch 714/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4951 - val_loss: 0.3410 - val_recall: 0.4412 Epoch 715/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4992 - val_loss: 0.3411 - val_recall: 0.4412 Epoch 716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3409 - val_recall: 0.4755 Epoch 717/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4869 - val_loss: 0.3409 - val_recall: 0.4926 Epoch 718/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4820 - val_loss: 0.3419 - val_recall: 0.5074 Epoch 719/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4967 - val_loss: 0.3435 - val_recall: 0.4069 Epoch 720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4894 - val_loss: 0.3406 - val_recall: 0.4387 Epoch 721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3407 - val_recall: 0.4534 Epoch 722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4935 - val_loss: 0.3409 - val_recall: 0.4583 Epoch 723/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4763 - val_loss: 0.3410 - val_recall: 0.4706 Epoch 724/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4804 - val_loss: 0.3409 - val_recall: 0.4436 Epoch 725/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.5025 - val_loss: 0.3417 - val_recall: 0.4191 Epoch 726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4836 - val_loss: 0.3422 - val_recall: 0.4338 Epoch 727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4910 - val_loss: 0.3406 - val_recall: 0.4608 Epoch 728/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4845 - val_loss: 0.3406 - val_recall: 0.4608 Epoch 729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4894 - val_loss: 0.3430 - val_recall: 0.4093 Epoch 730/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4861 - val_loss: 0.3406 - val_recall: 0.4583 Epoch 731/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4935 - val_loss: 0.3420 - val_recall: 0.4240 Epoch 732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4918 - val_loss: 0.3404 - val_recall: 0.4583 Epoch 733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4314 Epoch 734/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3408 - val_recall: 0.4583 Epoch 735/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4894 - val_loss: 0.3416 - val_recall: 0.4338 Epoch 736/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4812 - val_loss: 0.3414 - val_recall: 0.5000 Epoch 737/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4959 - val_loss: 0.3410 - val_recall: 0.4216 Epoch 738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4804 - val_loss: 0.3409 - val_recall: 0.4559 Epoch 739/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4289 Epoch 740/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4779 - val_loss: 0.3421 - val_recall: 0.4191 Epoch 741/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3415 - val_recall: 0.4216 Epoch 742/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3423 - val_recall: 0.4216 Epoch 743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4534 Epoch 744/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4902 - val_loss: 0.3419 - val_recall: 0.4191 Epoch 745/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4902 - val_loss: 0.3417 - val_recall: 0.4387 Epoch 746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4861 - val_loss: 0.3425 - val_recall: 0.4069 Epoch 747/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4894 - val_loss: 0.3418 - val_recall: 0.4191 Epoch 748/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4812 - val_loss: 0.3410 - val_recall: 0.4412 Epoch 749/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4559 Epoch 750/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4902 - val_loss: 0.3421 - val_recall: 0.4142 Epoch 751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4730 Epoch 752/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4861 - val_loss: 0.3409 - val_recall: 0.4534 Epoch 753/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3410 - val_recall: 0.4559 Epoch 754/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4795 - val_loss: 0.3417 - val_recall: 0.4265 Epoch 755/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4935 - val_loss: 0.3416 - val_recall: 0.4338 Epoch 756/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3322 - recall: 0.4787 - val_loss: 0.3413 - val_recall: 0.4534 Epoch 757/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4681 Epoch 758/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4681 Epoch 759/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4910 - val_loss: 0.3415 - val_recall: 0.4314 Epoch 760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4902 - val_loss: 0.3415 - val_recall: 0.4216 Epoch 761/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4869 - val_loss: 0.3414 - val_recall: 0.4289 Epoch 762/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4926 - val_loss: 0.3411 - val_recall: 0.4412 Epoch 763/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4804 - val_loss: 0.3408 - val_recall: 0.4657 Epoch 764/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4943 - val_loss: 0.3413 - val_recall: 0.4461 Epoch 765/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4869 - val_loss: 0.3411 - val_recall: 0.4461 Epoch 766/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4885 - val_loss: 0.3416 - val_recall: 0.4387 Epoch 767/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4828 - val_loss: 0.3413 - val_recall: 0.4314 Epoch 768/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4869 - val_loss: 0.3419 - val_recall: 0.4240 Epoch 769/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4894 - val_loss: 0.3409 - val_recall: 0.4436 Epoch 770/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3414 - val_recall: 0.4510 Epoch 771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4918 - val_loss: 0.3408 - val_recall: 0.4510 Epoch 772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4885 - val_loss: 0.3410 - val_recall: 0.4412 Epoch 773/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3415 - val_recall: 0.4314 Epoch 774/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4812 - val_loss: 0.3420 - val_recall: 0.4191 Epoch 775/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4861 - val_loss: 0.3413 - val_recall: 0.4534 Epoch 776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4951 - val_loss: 0.3421 - val_recall: 0.4142 Epoch 777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4869 - val_loss: 0.3417 - val_recall: 0.4240 Epoch 778/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4820 - val_loss: 0.3421 - val_recall: 0.5074 Epoch 779/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4951 - val_loss: 0.3415 - val_recall: 0.4534 Epoch 780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4787 - val_loss: 0.3410 - val_recall: 0.4755 Epoch 781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4771 - val_loss: 0.3409 - val_recall: 0.4730 Epoch 782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4926 - val_loss: 0.3429 - val_recall: 0.4069 Epoch 783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4142 Epoch 784/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4845 - val_loss: 0.3412 - val_recall: 0.4534 Epoch 785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4812 - val_loss: 0.3407 - val_recall: 0.4608 Epoch 786/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4959 - val_loss: 0.3422 - val_recall: 0.4363 Epoch 787/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4845 - val_loss: 0.3407 - val_recall: 0.4828 Epoch 788/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3420 - val_recall: 0.4118 Epoch 789/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4804 - val_loss: 0.3414 - val_recall: 0.4583 Epoch 790/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4828 Epoch 791/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4836 - val_loss: 0.3410 - val_recall: 0.4706 Epoch 792/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4314 Epoch 793/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5008 - val_loss: 0.3410 - val_recall: 0.4510 Epoch 794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4771 - val_loss: 0.3411 - val_recall: 0.4510 Epoch 795/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4436 Epoch 796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4828 - val_loss: 0.3415 - val_recall: 0.4877 Epoch 797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4975 - val_loss: 0.3417 - val_recall: 0.4240 Epoch 798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4387 Epoch 799/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4657 Epoch 800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4559 Epoch 801/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4935 - val_loss: 0.3411 - val_recall: 0.4559 Epoch 802/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4820 - val_loss: 0.3411 - val_recall: 0.4534 Epoch 803/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4902 - val_loss: 0.3411 - val_recall: 0.4314 Epoch 804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4910 - val_loss: 0.3444 - val_recall: 0.4044 Epoch 805/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4787 - val_loss: 0.3413 - val_recall: 0.4583 Epoch 806/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4853 - val_loss: 0.3415 - val_recall: 0.4485 Epoch 807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4845 - val_loss: 0.3424 - val_recall: 0.4142 Epoch 808/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3417 - val_recall: 0.4363 Epoch 809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4910 - val_loss: 0.3418 - val_recall: 0.4191 Epoch 810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4845 - val_loss: 0.3408 - val_recall: 0.4804 Epoch 811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4779 - val_loss: 0.3417 - val_recall: 0.4657 Epoch 812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4943 - val_loss: 0.3434 - val_recall: 0.4093 Epoch 813/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4845 - val_loss: 0.3414 - val_recall: 0.4583 Epoch 814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4436 Epoch 815/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4869 - val_loss: 0.3419 - val_recall: 0.4167 Epoch 816/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4461 Epoch 817/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4943 - val_loss: 0.3412 - val_recall: 0.4657 Epoch 818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4510 Epoch 819/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4657 Epoch 820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4877 - val_loss: 0.3418 - val_recall: 0.4363 Epoch 821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4845 - val_loss: 0.3411 - val_recall: 0.4681 Epoch 822/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4902 - val_loss: 0.3416 - val_recall: 0.4755 Epoch 823/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3416 - val_recall: 0.4412 Epoch 824/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4559 Epoch 825/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4534 Epoch 826/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4894 - val_loss: 0.3413 - val_recall: 0.4461 Epoch 827/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4559 Epoch 828/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4387 Epoch 829/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3314 - recall: 0.4869 - val_loss: 0.3416 - val_recall: 0.4534 Epoch 830/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3418 - val_recall: 0.4681 Epoch 831/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4992 - val_loss: 0.3425 - val_recall: 0.4240 Epoch 832/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4836 - val_loss: 0.3424 - val_recall: 0.4240 Epoch 833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3417 - val_recall: 0.4314 Epoch 834/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4959 - val_loss: 0.3437 - val_recall: 0.4020 Epoch 835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4845 - val_loss: 0.3458 - val_recall: 0.3873 Epoch 836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4836 - val_loss: 0.3419 - val_recall: 0.4461 Epoch 837/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4795 - val_loss: 0.3413 - val_recall: 0.4632 Epoch 838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4861 - val_loss: 0.3420 - val_recall: 0.4975 Epoch 839/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4951 - val_loss: 0.3418 - val_recall: 0.4338 Epoch 840/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3419 - val_recall: 0.4804 Epoch 841/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4967 - val_loss: 0.3419 - val_recall: 0.4559 Epoch 842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4902 - val_loss: 0.3409 - val_recall: 0.4510 Epoch 843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4877 - val_loss: 0.3442 - val_recall: 0.4093 Epoch 844/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4910 - val_loss: 0.3413 - val_recall: 0.4730 Epoch 845/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4714 - val_loss: 0.3420 - val_recall: 0.4926 Epoch 846/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4967 - val_loss: 0.3412 - val_recall: 0.4657 Epoch 847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4845 - val_loss: 0.3414 - val_recall: 0.4412 Epoch 848/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3420 - val_recall: 0.4363 Epoch 849/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3417 - val_recall: 0.4363 Epoch 850/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4959 - val_loss: 0.3439 - val_recall: 0.4069 Epoch 851/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4657 Epoch 852/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3436 - val_recall: 0.4118 Epoch 853/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4967 - val_loss: 0.3451 - val_recall: 0.3946 Epoch 854/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3434 - val_recall: 0.4191 Epoch 855/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4412 Epoch 856/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4240 Epoch 857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4795 - val_loss: 0.3417 - val_recall: 0.4559 Epoch 858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3434 - val_recall: 0.4142 Epoch 859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4967 - val_loss: 0.3416 - val_recall: 0.4289 Epoch 860/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4746 - val_loss: 0.3422 - val_recall: 0.5025 Epoch 861/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4967 - val_loss: 0.3437 - val_recall: 0.4069 Epoch 862/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4836 - val_loss: 0.3423 - val_recall: 0.4804 Epoch 863/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3314 - recall: 0.4853 - val_loss: 0.3424 - val_recall: 0.4314 Epoch 864/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4902 - val_loss: 0.3426 - val_recall: 0.4167 Epoch 865/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4877 - val_loss: 0.3419 - val_recall: 0.4338 Epoch 866/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4461 Epoch 867/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4828 - val_loss: 0.3413 - val_recall: 0.4461 Epoch 868/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4935 - val_loss: 0.3418 - val_recall: 0.4583 Epoch 869/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3419 - val_recall: 0.4510 Epoch 870/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4918 - val_loss: 0.3433 - val_recall: 0.4093 Epoch 871/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4836 - val_loss: 0.3414 - val_recall: 0.4583 Epoch 872/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4738 - val_loss: 0.3422 - val_recall: 0.4657 Epoch 873/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4959 - val_loss: 0.3420 - val_recall: 0.4314 Epoch 874/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4943 - val_loss: 0.3423 - val_recall: 0.4191 Epoch 875/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4730 - val_loss: 0.3419 - val_recall: 0.4681 Epoch 876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4910 - val_loss: 0.3416 - val_recall: 0.4902 Epoch 877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4975 - val_loss: 0.3432 - val_recall: 0.4142 Epoch 878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4314 Epoch 879/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3420 - val_recall: 0.4632 Epoch 880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4885 - val_loss: 0.3418 - val_recall: 0.4632 Epoch 881/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3416 - val_recall: 0.4412 Epoch 882/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4910 - val_loss: 0.3424 - val_recall: 0.4167 Epoch 883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4918 - val_loss: 0.3420 - val_recall: 0.4853 Epoch 884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4804 - val_loss: 0.3422 - val_recall: 0.4902 Epoch 885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4967 - val_loss: 0.3428 - val_recall: 0.4142 Epoch 886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4812 - val_loss: 0.3422 - val_recall: 0.4289 Epoch 887/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4959 - val_loss: 0.3420 - val_recall: 0.4338 Epoch 888/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4959 - val_loss: 0.3427 - val_recall: 0.4412 Epoch 889/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4828 - val_loss: 0.3416 - val_recall: 0.4363 Epoch 890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3435 - val_recall: 0.4142 Epoch 891/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3431 - val_recall: 0.4118 Epoch 892/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4845 - val_loss: 0.3416 - val_recall: 0.4436 Epoch 893/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4828 - val_loss: 0.3427 - val_recall: 0.4485 Epoch 894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4926 - val_loss: 0.3426 - val_recall: 0.4314 Epoch 895/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4861 - val_loss: 0.3420 - val_recall: 0.4387 Epoch 896/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4926 - val_loss: 0.3421 - val_recall: 0.4902 Epoch 897/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3432 - val_recall: 0.4240 Epoch 898/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4820 - val_loss: 0.3415 - val_recall: 0.4853 Epoch 899/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4894 - val_loss: 0.3421 - val_recall: 0.4583 Epoch 900/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4918 - val_loss: 0.3426 - val_recall: 0.4338 Epoch 901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4902 - val_loss: 0.3422 - val_recall: 0.4338 Epoch 902/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3308 - recall: 0.4853 - val_loss: 0.3420 - val_recall: 0.4779 Epoch 903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4910 - val_loss: 0.3429 - val_recall: 0.4289 Epoch 904/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4951 - val_loss: 0.3430 - val_recall: 0.4314 Epoch 905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4338 Epoch 906/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4877 - val_loss: 0.3421 - val_recall: 0.4412 Epoch 907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4853 Epoch 908/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4845 - val_loss: 0.3438 - val_recall: 0.4191 Epoch 909/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3424 - val_recall: 0.4412 Epoch 910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4885 - val_loss: 0.3432 - val_recall: 0.4240 Epoch 911/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4461 Epoch 912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4926 - val_loss: 0.3429 - val_recall: 0.4289 Epoch 913/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4902 - val_loss: 0.3438 - val_recall: 0.4167 Epoch 914/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4779 Epoch 915/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4967 - val_loss: 0.3434 - val_recall: 0.4167 Epoch 916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4869 - val_loss: 0.3433 - val_recall: 0.4338 Epoch 917/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4943 - val_loss: 0.3429 - val_recall: 0.4240 Epoch 918/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3433 - val_recall: 0.4314 Epoch 919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4935 - val_loss: 0.3428 - val_recall: 0.4485 Epoch 920/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4853 - val_loss: 0.3432 - val_recall: 0.4412 Epoch 921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4894 - val_loss: 0.3422 - val_recall: 0.4853 Epoch 922/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4861 - val_loss: 0.3430 - val_recall: 0.4583 Epoch 923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4975 - val_loss: 0.3423 - val_recall: 0.4485 Epoch 924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3446 - val_recall: 0.4044 Epoch 925/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3465 - val_recall: 0.3971 Epoch 926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4795 - val_loss: 0.3444 - val_recall: 0.4142 Epoch 927/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4926 - val_loss: 0.3431 - val_recall: 0.4779 Epoch 928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4828 - val_loss: 0.3429 - val_recall: 0.4363 Epoch 929/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4191 Epoch 930/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4967 - val_loss: 0.3444 - val_recall: 0.4142 Epoch 931/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4657 Epoch 932/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4959 - val_loss: 0.3440 - val_recall: 0.4240 Epoch 933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4820 - val_loss: 0.3426 - val_recall: 0.4681 Epoch 934/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4804 - val_loss: 0.3426 - val_recall: 0.4730 Epoch 935/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4959 - val_loss: 0.3429 - val_recall: 0.4436 Epoch 936/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4918 - val_loss: 0.3431 - val_recall: 0.4853 Epoch 937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4885 - val_loss: 0.3431 - val_recall: 0.4632 Epoch 938/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3318 - recall: 0.4926 - val_loss: 0.3436 - val_recall: 0.4412 Epoch 939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4910 - val_loss: 0.3433 - val_recall: 0.4730 Epoch 940/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3439 - val_recall: 0.4240 Epoch 941/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4935 - val_loss: 0.3428 - val_recall: 0.4412 Epoch 942/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4943 - val_loss: 0.3425 - val_recall: 0.4534 Epoch 943/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4836 - val_loss: 0.3433 - val_recall: 0.4387 Epoch 944/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3429 - val_recall: 0.4608 Epoch 945/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4926 - val_loss: 0.3438 - val_recall: 0.4240 Epoch 946/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4240 Epoch 947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4861 - val_loss: 0.3426 - val_recall: 0.4632 Epoch 948/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4975 - val_loss: 0.3435 - val_recall: 0.4314 Epoch 949/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4967 - val_loss: 0.3427 - val_recall: 0.4706 Epoch 950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4812 - val_loss: 0.3430 - val_recall: 0.4387 Epoch 951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4812 - val_loss: 0.3433 - val_recall: 0.4681 Epoch 952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4240 Epoch 953/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3433 - val_recall: 0.4265 Epoch 954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4935 - val_loss: 0.3437 - val_recall: 0.4314 Epoch 955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4795 - val_loss: 0.3442 - val_recall: 0.4730 Epoch 956/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4951 - val_loss: 0.3432 - val_recall: 0.4436 Epoch 957/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4845 - val_loss: 0.3425 - val_recall: 0.4583 Epoch 958/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4902 - val_loss: 0.3442 - val_recall: 0.4216 Epoch 959/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4836 - val_loss: 0.3430 - val_recall: 0.4583 Epoch 960/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4975 - val_loss: 0.3447 - val_recall: 0.4240 Epoch 961/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3435 - val_recall: 0.4314 Epoch 962/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3434 - val_recall: 0.4338 Epoch 963/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4869 - val_loss: 0.3434 - val_recall: 0.4779 Epoch 964/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3430 - val_recall: 0.4510 Epoch 965/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4935 - val_loss: 0.3432 - val_recall: 0.4485 Epoch 966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4877 - val_loss: 0.3431 - val_recall: 0.4608 Epoch 967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4910 - val_loss: 0.3427 - val_recall: 0.4730 Epoch 968/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4877 - val_loss: 0.3440 - val_recall: 0.4314 Epoch 969/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3435 - val_recall: 0.4412 Epoch 970/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4967 - val_loss: 0.3432 - val_recall: 0.4387 Epoch 971/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4845 - val_loss: 0.3436 - val_recall: 0.4216 Epoch 972/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3439 - val_recall: 0.4559 Epoch 973/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3432 - val_recall: 0.4461 Epoch 974/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3431 - val_recall: 0.4436 Epoch 975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4984 - val_loss: 0.3447 - val_recall: 0.4265 Epoch 976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4812 - val_loss: 0.3436 - val_recall: 0.4412 Epoch 977/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4984 - val_loss: 0.3442 - val_recall: 0.4240 Epoch 978/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4836 - val_loss: 0.3435 - val_recall: 0.4436 Epoch 979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4894 - val_loss: 0.3436 - val_recall: 0.4485 Epoch 980/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4771 - val_loss: 0.3431 - val_recall: 0.4608 Epoch 981/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4191 Epoch 982/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4902 - val_loss: 0.3445 - val_recall: 0.4314 Epoch 983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4910 - val_loss: 0.3441 - val_recall: 0.4314 Epoch 984/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4828 - val_loss: 0.3432 - val_recall: 0.4314 Epoch 985/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4894 - val_loss: 0.3440 - val_recall: 0.4510 Epoch 986/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3444 - val_recall: 0.4191 Epoch 987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4779 - val_loss: 0.3437 - val_recall: 0.4877 Epoch 988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4828 - val_loss: 0.3430 - val_recall: 0.4681 Epoch 989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4869 - val_loss: 0.3434 - val_recall: 0.4730 Epoch 990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5000 - val_loss: 0.3446 - val_recall: 0.4314 Epoch 991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4412 Epoch 992/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3438 - val_recall: 0.4412 Epoch 993/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3433 - val_recall: 0.4559 Epoch 994/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3440 - val_recall: 0.4338 Epoch 995/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4918 - val_loss: 0.3436 - val_recall: 0.4412 Epoch 996/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4787 - val_loss: 0.3441 - val_recall: 0.4363 Epoch 997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3434 - val_recall: 0.4314 Epoch 998/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3432 - val_recall: 0.4387 Epoch 999/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4975 - val_loss: 0.3436 - val_recall: 0.4387 Epoch 1000/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4845 - val_loss: 0.3437 - val_recall: 0.4559 Epoch 1001/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4918 - val_loss: 0.3431 - val_recall: 0.4559 Epoch 1002/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3438 - val_recall: 0.4436 Epoch 1003/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4705 - val_loss: 0.3434 - val_recall: 0.4559 Epoch 1004/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4918 - val_loss: 0.3432 - val_recall: 0.4412 Epoch 1005/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3431 - val_recall: 0.4583 Epoch 1006/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4812 - val_loss: 0.3434 - val_recall: 0.4681 Epoch 1007/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4902 - val_loss: 0.3443 - val_recall: 0.4265 Epoch 1008/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4877 - val_loss: 0.3456 - val_recall: 0.4093 Epoch 1009/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4943 - val_loss: 0.3437 - val_recall: 0.4338 Epoch 1010/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4632 Epoch 1011/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4894 - val_loss: 0.3435 - val_recall: 0.4681 Epoch 1012/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4967 - val_loss: 0.3445 - val_recall: 0.4314 Epoch 1013/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3438 - val_recall: 0.4387 Epoch 1014/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3441 - val_recall: 0.4216 Epoch 1015/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3433 - val_recall: 0.4583 Epoch 1016/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4902 - val_loss: 0.3436 - val_recall: 0.4363 Epoch 1017/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4836 - val_loss: 0.3442 - val_recall: 0.4387 Epoch 1018/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4951 - val_loss: 0.3434 - val_recall: 0.4387 Epoch 1019/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3434 - val_recall: 0.4559 Epoch 1020/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4894 - val_loss: 0.3441 - val_recall: 0.4314 Epoch 1021/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3448 - val_recall: 0.4240 Epoch 1022/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4910 - val_loss: 0.3450 - val_recall: 0.4265 Epoch 1023/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4771 - val_loss: 0.3434 - val_recall: 0.4583 Epoch 1024/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4918 - val_loss: 0.3440 - val_recall: 0.4534 Epoch 1025/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4951 - val_loss: 0.3438 - val_recall: 0.4338 Epoch 1026/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4828 - val_loss: 0.3438 - val_recall: 0.4657 Epoch 1027/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4820 - val_loss: 0.3438 - val_recall: 0.4804 Epoch 1028/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4951 - val_loss: 0.3437 - val_recall: 0.4412 Epoch 1029/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4836 - val_loss: 0.3439 - val_recall: 0.4608 Epoch 1030/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3434 - val_recall: 0.4534 Epoch 1031/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4363 Epoch 1032/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4861 - val_loss: 0.3437 - val_recall: 0.4363 Epoch 1033/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4861 - val_loss: 0.3448 - val_recall: 0.4289 Epoch 1034/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3432 - val_recall: 0.4583 Epoch 1035/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3433 - val_recall: 0.4436 Epoch 1036/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3442 - val_recall: 0.4289 Epoch 1037/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4828 - val_loss: 0.3442 - val_recall: 0.4338 Epoch 1038/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3433 - val_recall: 0.4657 Epoch 1039/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3440 - val_recall: 0.4510 Epoch 1040/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3440 - val_recall: 0.4730 Epoch 1041/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4959 - val_loss: 0.3442 - val_recall: 0.4412 Epoch 1042/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4836 - val_loss: 0.3438 - val_recall: 0.4730 Epoch 1043/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4894 - val_loss: 0.3442 - val_recall: 0.4363 Epoch 1044/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4943 - val_loss: 0.3437 - val_recall: 0.4534 Epoch 1045/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4820 - val_loss: 0.3437 - val_recall: 0.4363 Epoch 1046/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3435 - val_recall: 0.4608 Epoch 1047/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4861 - val_loss: 0.3435 - val_recall: 0.4779 Epoch 1048/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3442 - val_recall: 0.4412 Epoch 1049/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3441 - val_recall: 0.4485 Epoch 1050/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4967 - val_loss: 0.3447 - val_recall: 0.4240 Epoch 1051/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4314 Epoch 1052/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3437 - val_recall: 0.4534 Epoch 1053/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4730 Epoch 1054/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4926 - val_loss: 0.3448 - val_recall: 0.4191 Epoch 1055/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4795 - val_loss: 0.3446 - val_recall: 0.4877 Epoch 1056/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4632 Epoch 1057/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4583 Epoch 1058/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4191 Epoch 1059/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4787 - val_loss: 0.3439 - val_recall: 0.4779 Epoch 1060/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4959 - val_loss: 0.3439 - val_recall: 0.4706 Epoch 1061/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4959 - val_loss: 0.3454 - val_recall: 0.4240 Epoch 1062/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4845 - val_loss: 0.3444 - val_recall: 0.4314 Epoch 1063/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4142 Epoch 1064/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4828 Epoch 1065/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4861 - val_loss: 0.3442 - val_recall: 0.4363 Epoch 1066/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4877 - val_loss: 0.3449 - val_recall: 0.4289 Epoch 1067/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3439 - val_recall: 0.4608 Epoch 1068/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.4559 Epoch 1069/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4779 - val_loss: 0.3438 - val_recall: 0.4804 Epoch 1070/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3444 - val_recall: 0.4363 Epoch 1071/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4657 Epoch 1072/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3442 - val_recall: 0.4681 Epoch 1073/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4608 Epoch 1074/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3438 - val_recall: 0.4608 Epoch 1075/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4812 - val_loss: 0.3441 - val_recall: 0.4681 Epoch 1076/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4485 Epoch 1077/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4975 - val_loss: 0.3441 - val_recall: 0.4461 Epoch 1078/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4853 - val_loss: 0.3441 - val_recall: 0.4657 Epoch 1079/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4812 - val_loss: 0.3453 - val_recall: 0.4632 Epoch 1080/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4730 Epoch 1081/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3440 - val_recall: 0.4534 Epoch 1082/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4902 - val_loss: 0.3442 - val_recall: 0.4387 Epoch 1083/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3436 - val_recall: 0.4608 Epoch 1084/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3444 - val_recall: 0.4730 Epoch 1085/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4836 - val_loss: 0.3444 - val_recall: 0.4730 Epoch 1086/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4861 - val_loss: 0.3448 - val_recall: 0.4289 Epoch 1087/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4943 - val_loss: 0.3439 - val_recall: 0.4583 Epoch 1088/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4289 Epoch 1089/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3443 - val_recall: 0.4755 Epoch 1090/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4632 Epoch 1091/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3446 - val_recall: 0.4363 Epoch 1092/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4967 - val_loss: 0.3465 - val_recall: 0.4044 Epoch 1093/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3446 - val_recall: 0.4338 Epoch 1094/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4828 Epoch 1095/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4820 - val_loss: 0.3439 - val_recall: 0.4632 Epoch 1096/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3445 - val_recall: 0.4461 Epoch 1097/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4706 Epoch 1098/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4885 - val_loss: 0.3451 - val_recall: 0.4338 Epoch 1099/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4836 - val_loss: 0.3440 - val_recall: 0.4632 Epoch 1100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4918 - val_loss: 0.3459 - val_recall: 0.4191 Epoch 1101/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4722 - val_loss: 0.3445 - val_recall: 0.4730 Epoch 1102/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3441 - val_recall: 0.4559 Epoch 1103/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4836 - val_loss: 0.3444 - val_recall: 0.4412 Epoch 1104/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4485 Epoch 1105/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3448 - val_recall: 0.4265 Epoch 1106/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3445 - val_recall: 0.4534 Epoch 1107/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4093 Epoch 1108/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4461 Epoch 1109/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4534 Epoch 1110/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3449 - val_recall: 0.4657 Epoch 1111/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4943 - val_loss: 0.3444 - val_recall: 0.4436 Epoch 1112/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4812 - val_loss: 0.3440 - val_recall: 0.4730 Epoch 1113/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4657 Epoch 1114/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4869 - val_loss: 0.3441 - val_recall: 0.4559 Epoch 1115/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3444 - val_recall: 0.4412 Epoch 1116/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4967 - val_loss: 0.3464 - val_recall: 0.4240 Epoch 1117/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4673 - val_loss: 0.3472 - val_recall: 0.5098 Epoch 1118/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3452 - val_recall: 0.4363 Epoch 1119/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4918 - val_loss: 0.3446 - val_recall: 0.4412 Epoch 1120/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4910 - val_loss: 0.3467 - val_recall: 0.4093 Epoch 1121/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4191 Epoch 1122/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4118 Epoch 1123/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4795 - val_loss: 0.3457 - val_recall: 0.4265 Epoch 1124/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4746 - val_loss: 0.3445 - val_recall: 0.4583 Epoch 1125/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4951 - val_loss: 0.3448 - val_recall: 0.4583 Epoch 1126/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4812 - val_loss: 0.3446 - val_recall: 0.4485 Epoch 1127/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4240 Epoch 1128/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3445 - val_recall: 0.4632 Epoch 1129/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3454 - val_recall: 0.4461 Epoch 1130/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4894 - val_loss: 0.3447 - val_recall: 0.4461 Epoch 1131/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3451 - val_recall: 0.4461 Epoch 1132/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4338 Epoch 1133/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4755 - val_loss: 0.3450 - val_recall: 0.4534 Epoch 1134/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3448 - val_recall: 0.4510 Epoch 1135/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4681 Epoch 1136/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5000 - val_loss: 0.3449 - val_recall: 0.4510 Epoch 1137/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3445 - val_recall: 0.4632 Epoch 1138/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4918 - val_loss: 0.3454 - val_recall: 0.4706 Epoch 1139/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4265 Epoch 1140/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3456 - val_recall: 0.4265 Epoch 1141/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4738 - val_loss: 0.3450 - val_recall: 0.4363 Epoch 1142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3456 - val_recall: 0.4510 Epoch 1143/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3449 - val_recall: 0.4730 Epoch 1144/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3448 - val_recall: 0.4534 Epoch 1145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3450 - val_recall: 0.4779 Epoch 1146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3452 - val_recall: 0.4657 Epoch 1147/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4436 Epoch 1148/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4918 - val_loss: 0.3449 - val_recall: 0.4755 Epoch 1149/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3445 - val_recall: 0.4657 Epoch 1150/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1151/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3448 - val_recall: 0.4338 Epoch 1152/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4869 - val_loss: 0.3466 - val_recall: 0.4191 Epoch 1153/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4853 - val_loss: 0.3450 - val_recall: 0.4583 Epoch 1154/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4412 Epoch 1155/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3455 - val_recall: 0.4314 Epoch 1156/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3446 - val_recall: 0.4485 Epoch 1157/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.5025 Epoch 1158/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4559 Epoch 1159/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4461 Epoch 1160/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3451 - val_recall: 0.4461 Epoch 1161/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3450 - val_recall: 0.4436 Epoch 1162/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3458 - val_recall: 0.4314 Epoch 1163/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4191 Epoch 1164/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4779 - val_loss: 0.3442 - val_recall: 0.4657 Epoch 1165/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4812 - val_loss: 0.3454 - val_recall: 0.4412 Epoch 1166/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3452 - val_recall: 0.4608 Epoch 1167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4926 - val_loss: 0.3466 - val_recall: 0.4216 Epoch 1168/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3456 - val_recall: 0.4436 Epoch 1169/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4289 Epoch 1170/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4795 - val_loss: 0.3449 - val_recall: 0.4559 Epoch 1171/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3448 - val_recall: 0.4681 Epoch 1172/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4812 - val_loss: 0.3448 - val_recall: 0.4657 Epoch 1173/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4461 Epoch 1174/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4485 Epoch 1175/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4787 - val_loss: 0.3453 - val_recall: 0.4363 Epoch 1176/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5025 - val_loss: 0.3465 - val_recall: 0.4265 Epoch 1177/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4853 Epoch 1178/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4804 - val_loss: 0.3446 - val_recall: 0.4657 Epoch 1179/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4902 Epoch 1180/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4992 - val_loss: 0.3455 - val_recall: 0.4314 Epoch 1181/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3449 - val_recall: 0.4804 Epoch 1182/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3455 - val_recall: 0.4363 Epoch 1183/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4681 Epoch 1184/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4461 Epoch 1185/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3449 - val_recall: 0.4608 Epoch 1186/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3453 - val_recall: 0.4510 Epoch 1187/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4779 Epoch 1188/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4943 - val_loss: 0.3460 - val_recall: 0.4265 Epoch 1189/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4583 Epoch 1190/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4845 - val_loss: 0.3447 - val_recall: 0.4632 Epoch 1191/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4902 - val_loss: 0.3450 - val_recall: 0.4363 Epoch 1192/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4314 Epoch 1193/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4910 - val_loss: 0.3453 - val_recall: 0.4387 Epoch 1194/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4714 - val_loss: 0.3447 - val_recall: 0.4583 Epoch 1195/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4951 - val_loss: 0.3450 - val_recall: 0.4387 Epoch 1196/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4779 - val_loss: 0.3452 - val_recall: 0.4632 Epoch 1197/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4861 - val_loss: 0.3450 - val_recall: 0.4706 Epoch 1198/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3447 - val_recall: 0.4632 Epoch 1199/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3447 - val_recall: 0.4681 Epoch 1200/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4804 - val_loss: 0.3450 - val_recall: 0.4632 Epoch 1201/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4820 - val_loss: 0.3455 - val_recall: 0.4485 Epoch 1202/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4935 - val_loss: 0.3448 - val_recall: 0.4510 Epoch 1203/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4240 Epoch 1204/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3452 - val_recall: 0.4436 Epoch 1205/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4559 Epoch 1206/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4804 - val_loss: 0.3455 - val_recall: 0.4926 Epoch 1207/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4967 - val_loss: 0.3457 - val_recall: 0.4289 Epoch 1208/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3467 - val_recall: 0.4191 Epoch 1209/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3450 - val_recall: 0.4461 Epoch 1210/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4363 Epoch 1211/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4314 Epoch 1212/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4436 Epoch 1213/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4363 Epoch 1214/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4771 - val_loss: 0.3463 - val_recall: 0.4265 Epoch 1215/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4975 - val_loss: 0.3452 - val_recall: 0.4510 Epoch 1216/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3451 - val_recall: 0.4657 Epoch 1217/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4632 Epoch 1218/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4877 Epoch 1219/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3467 - val_recall: 0.4142 Epoch 1220/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4885 - val_loss: 0.3462 - val_recall: 0.4265 Epoch 1221/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4436 Epoch 1222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4706 Epoch 1223/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4510 Epoch 1224/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3453 - val_recall: 0.4510 Epoch 1225/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4902 - val_loss: 0.3448 - val_recall: 0.4632 Epoch 1226/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4795 - val_loss: 0.3457 - val_recall: 0.4338 Epoch 1227/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4436 Epoch 1228/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4387 Epoch 1229/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1230/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3450 - val_recall: 0.4608 Epoch 1231/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3449 - val_recall: 0.4632 Epoch 1232/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3308 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.5049 Epoch 1233/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3455 - val_recall: 0.4363 Epoch 1234/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3452 - val_recall: 0.4755 Epoch 1235/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4681 Epoch 1236/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3449 - val_recall: 0.4583 Epoch 1237/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4951 Epoch 1238/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5016 - val_loss: 0.3455 - val_recall: 0.4583 Epoch 1239/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4681 Epoch 1240/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4485 Epoch 1241/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3299 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4755 Epoch 1242/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4706 Epoch 1243/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4755 Epoch 1244/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4485 Epoch 1245/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4338 Epoch 1246/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4746 - val_loss: 0.3453 - val_recall: 0.4583 Epoch 1247/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3457 - val_recall: 0.4363 Epoch 1248/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3453 - val_recall: 0.4363 Epoch 1249/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4959 - val_loss: 0.3460 - val_recall: 0.4338 Epoch 1250/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4861 - val_loss: 0.3449 - val_recall: 0.4559 Epoch 1251/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3448 - val_recall: 0.4559 Epoch 1252/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4902 - val_loss: 0.3448 - val_recall: 0.4608 Epoch 1253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4436 Epoch 1254/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4845 - val_loss: 0.3469 - val_recall: 0.4240 Epoch 1255/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4820 - val_loss: 0.3448 - val_recall: 0.4583 Epoch 1256/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3294 - recall: 0.4910 - val_loss: 0.3456 - val_recall: 0.4412 Epoch 1257/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4787 - val_loss: 0.3452 - val_recall: 0.4608 Epoch 1258/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3450 - val_recall: 0.4559 Epoch 1259/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3452 - val_recall: 0.4387 Epoch 1260/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4436 Epoch 1261/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4338 Epoch 1262/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4289 Epoch 1263/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4902 - val_loss: 0.3457 - val_recall: 0.4363 Epoch 1264/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3450 - val_recall: 0.4681 Epoch 1265/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3456 - val_recall: 0.4412 Epoch 1266/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4216 Epoch 1267/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4608 Epoch 1268/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4869 - val_loss: 0.3456 - val_recall: 0.4534 Epoch 1269/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4657 Epoch 1270/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4338 Epoch 1271/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4608 Epoch 1272/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4559 Epoch 1273/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3453 - val_recall: 0.4681 Epoch 1274/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3451 - val_recall: 0.4730 Epoch 1275/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4363 Epoch 1276/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3446 - val_recall: 0.4657 Epoch 1277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3455 - val_recall: 0.4534 Epoch 1278/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4763 - val_loss: 0.3457 - val_recall: 0.4902 Epoch 1279/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4583 Epoch 1280/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4461 Epoch 1281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4387 Epoch 1282/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4951 - val_loss: 0.3476 - val_recall: 0.4191 Epoch 1283/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4795 - val_loss: 0.3452 - val_recall: 0.4779 Epoch 1284/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4216 Epoch 1285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4771 - val_loss: 0.3454 - val_recall: 0.4755 Epoch 1286/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3461 - val_recall: 0.4363 Epoch 1287/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3455 - val_recall: 0.4363 Epoch 1288/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4681 Epoch 1289/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4534 Epoch 1290/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4485 Epoch 1291/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4559 Epoch 1292/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4918 - val_loss: 0.3453 - val_recall: 0.4485 Epoch 1293/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3453 - val_recall: 0.4559 Epoch 1294/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4894 - val_loss: 0.3456 - val_recall: 0.4534 Epoch 1295/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3464 - val_recall: 0.4314 Epoch 1296/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4975 - val_loss: 0.3457 - val_recall: 0.4510 Epoch 1297/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4363 Epoch 1298/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3451 - val_recall: 0.4828 Epoch 1299/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4771 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1300/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4338 Epoch 1301/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4951 - val_loss: 0.3457 - val_recall: 0.4510 Epoch 1302/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4746 - val_loss: 0.3452 - val_recall: 0.4657 Epoch 1303/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3465 - val_recall: 0.4877 Epoch 1304/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3455 - val_recall: 0.4730 Epoch 1305/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4412 Epoch 1306/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632 Epoch 1307/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3462 - val_recall: 0.4387 Epoch 1308/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4951 - val_loss: 0.3473 - val_recall: 0.4069 Epoch 1309/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4510 Epoch 1310/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4485 Epoch 1311/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4436 Epoch 1312/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4436 Epoch 1313/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4673 - val_loss: 0.3459 - val_recall: 0.4632 Epoch 1314/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3454 - val_recall: 0.4534 Epoch 1315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4910 - val_loss: 0.3452 - val_recall: 0.4681 Epoch 1316/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4967 - val_loss: 0.3453 - val_recall: 0.4485 Epoch 1317/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4485 Epoch 1318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4608 Epoch 1319/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4975 - val_loss: 0.3455 - val_recall: 0.4583 Epoch 1320/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4779 - val_loss: 0.3451 - val_recall: 0.4632 Epoch 1321/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4412 Epoch 1322/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4722 - val_loss: 0.3467 - val_recall: 0.5000 Epoch 1323/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3455 - val_recall: 0.4534 Epoch 1324/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1325/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3451 - val_recall: 0.4583 Epoch 1326/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3456 - val_recall: 0.4608 Epoch 1327/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3454 - val_recall: 0.4534 Epoch 1328/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3469 - val_recall: 0.4216 Epoch 1329/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4461 Epoch 1330/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3464 - val_recall: 0.4216 Epoch 1331/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4853 - val_loss: 0.3452 - val_recall: 0.4583 Epoch 1332/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4795 - val_loss: 0.3460 - val_recall: 0.4828 Epoch 1333/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4608 Epoch 1334/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.4755 - val_loss: 0.3451 - val_recall: 0.4657 Epoch 1335/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4992 - val_loss: 0.3458 - val_recall: 0.4436 Epoch 1336/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3461 - val_recall: 0.4559 Epoch 1337/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3453 - val_recall: 0.4534 Epoch 1338/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4795 - val_loss: 0.3455 - val_recall: 0.4583 Epoch 1339/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4877 Epoch 1340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1341/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3476 - val_recall: 0.4020 Epoch 1342/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4779 - val_loss: 0.3455 - val_recall: 0.4559 Epoch 1343/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1344/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4918 - val_loss: 0.3459 - val_recall: 0.4485 Epoch 1345/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3459 - val_recall: 0.4706 Epoch 1346/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4967 - val_loss: 0.3478 - val_recall: 0.4118 Epoch 1347/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4804 - val_loss: 0.3475 - val_recall: 0.4314 Epoch 1348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4583 Epoch 1349/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1350/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4436 Epoch 1351/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3469 - val_recall: 0.4289 Epoch 1352/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4763 - val_loss: 0.3455 - val_recall: 0.4534 Epoch 1353/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3459 - val_recall: 0.4706 Epoch 1354/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4412 Epoch 1355/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4779 - val_loss: 0.3453 - val_recall: 0.4510 Epoch 1356/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4632 Epoch 1357/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4730 Epoch 1359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3458 - val_recall: 0.4534 Epoch 1360/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1361/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4534 Epoch 1362/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3458 - val_recall: 0.4583 Epoch 1363/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4746 - val_loss: 0.3471 - val_recall: 0.5025 Epoch 1364/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5016 - val_loss: 0.3458 - val_recall: 0.4436 Epoch 1365/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4461 Epoch 1366/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4657 Epoch 1367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3456 - val_recall: 0.4632 Epoch 1368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4485 Epoch 1369/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1370/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3463 - val_recall: 0.4363 Epoch 1371/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4902 Epoch 1372/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4559 Epoch 1373/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4779 Epoch 1374/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4534 Epoch 1375/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4461 Epoch 1376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3466 - val_recall: 0.4314 Epoch 1377/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4583 Epoch 1378/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3469 - val_recall: 0.4289 Epoch 1379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4681 Epoch 1380/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4510 Epoch 1381/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4387 Epoch 1382/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3460 - val_recall: 0.4436 Epoch 1383/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3466 - val_recall: 0.4902 Epoch 1384/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4387 Epoch 1385/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4722 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1386/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3463 - val_recall: 0.4412 Epoch 1387/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4755 Epoch 1388/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4559 Epoch 1389/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4943 - val_loss: 0.3482 - val_recall: 0.4069 Epoch 1390/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4714 - val_loss: 0.3457 - val_recall: 0.4902 Epoch 1391/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1392/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4387 Epoch 1393/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3458 - val_recall: 0.4436 Epoch 1394/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4559 Epoch 1395/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4485 Epoch 1396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4918 - val_loss: 0.3464 - val_recall: 0.4363 Epoch 1397/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3471 - val_recall: 0.4265 Epoch 1398/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3455 - val_recall: 0.4632 Epoch 1399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4534 Epoch 1400/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4755 Epoch 1401/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4534 Epoch 1402/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3453 - val_recall: 0.4534 Epoch 1403/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4510 Epoch 1404/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3462 - val_recall: 0.4461 Epoch 1405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4534 Epoch 1406/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4681 Epoch 1407/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1408/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4959 - val_loss: 0.3458 - val_recall: 0.4387 Epoch 1409/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4714 - val_loss: 0.3461 - val_recall: 0.4853 Epoch 1410/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3461 - val_recall: 0.4412 Epoch 1411/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3469 - val_recall: 0.4314 Epoch 1412/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.4738 - val_loss: 0.3459 - val_recall: 0.4853 Epoch 1413/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4975 - val_loss: 0.3464 - val_recall: 0.4289 Epoch 1414/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4534 Epoch 1415/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4910 - val_loss: 0.3470 - val_recall: 0.4387 Epoch 1416/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3459 - val_recall: 0.4608 Epoch 1417/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3462 - val_recall: 0.4485 Epoch 1418/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4828 Epoch 1419/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1420/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3464 - val_recall: 0.4681 Epoch 1421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3458 - val_recall: 0.4657 Epoch 1422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3462 - val_recall: 0.4412 Epoch 1423/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3459 - val_recall: 0.4461 Epoch 1424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4755 Epoch 1425/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4436 Epoch 1426/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3455 - val_recall: 0.4681 Epoch 1427/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4828 - val_loss: 0.3471 - val_recall: 0.4265 Epoch 1428/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4681 Epoch 1429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3473 - val_recall: 0.4093 Epoch 1430/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3462 - val_recall: 0.4534 Epoch 1431/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4804 - val_loss: 0.3458 - val_recall: 0.4657 Epoch 1432/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4510 Epoch 1433/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3469 - val_recall: 0.4289 Epoch 1434/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4755 Epoch 1435/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4804 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1436/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3453 - val_recall: 0.4534 Epoch 1437/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4951 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1438/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3461 - val_recall: 0.4338 Epoch 1439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4935 - val_loss: 0.3458 - val_recall: 0.4387 Epoch 1440/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 1441/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3457 - val_recall: 0.4608 Epoch 1442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4705 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1443/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3457 - val_recall: 0.4436 Epoch 1444/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4608 Epoch 1445/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4681 Epoch 1446/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1447/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4412 Epoch 1448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3483 - val_recall: 0.4069 Epoch 1449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4265 Epoch 1450/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4412 Epoch 1451/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3462 - val_recall: 0.4412 Epoch 1452/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4387 Epoch 1453/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4583 Epoch 1454/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4632 Epoch 1455/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4461 Epoch 1456/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1457/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4412 Epoch 1458/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4461 Epoch 1459/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4746 - val_loss: 0.3464 - val_recall: 0.4853 Epoch 1460/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4387 Epoch 1461/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1462/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 1463/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4779 - val_loss: 0.3461 - val_recall: 0.4877 Epoch 1464/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3460 - val_recall: 0.4485 Epoch 1465/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4763 - val_loss: 0.3455 - val_recall: 0.4681 Epoch 1466/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4706 Epoch 1467/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4959 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1468/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4534 Epoch 1469/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4534 Epoch 1470/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 1471/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4412 Epoch 1472/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4559 Epoch 1473/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4485 Epoch 1474/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4632 Epoch 1475/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4461 Epoch 1476/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4534 Epoch 1477/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4787 - val_loss: 0.3454 - val_recall: 0.4730 Epoch 1478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4412 Epoch 1479/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3467 - val_recall: 0.4877 Epoch 1480/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3470 - val_recall: 0.4240 Epoch 1481/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4689 - val_loss: 0.3467 - val_recall: 0.4902 Epoch 1482/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4959 - val_loss: 0.3458 - val_recall: 0.4412 Epoch 1483/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4632 Epoch 1484/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3468 - val_recall: 0.4387 Epoch 1485/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4338 Epoch 1486/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3473 - val_recall: 0.4216 Epoch 1487/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4910 - val_loss: 0.3474 - val_recall: 0.4265 Epoch 1488/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4787 - val_loss: 0.3461 - val_recall: 0.4363 Epoch 1489/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4338 Epoch 1490/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4951 - val_loss: 0.3460 - val_recall: 0.4436 Epoch 1491/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4746 - val_loss: 0.3465 - val_recall: 0.4387 Epoch 1492/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4387 Epoch 1493/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3462 - val_recall: 0.4657 Epoch 1494/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3471 - val_recall: 0.4216 Epoch 1495/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4845 - val_loss: 0.3478 - val_recall: 0.4191 Epoch 1496/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4714 - val_loss: 0.3463 - val_recall: 0.4926 Epoch 1497/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4510 Epoch 1498/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1499/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3456 - val_recall: 0.4608 Epoch 1500/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1501/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3477 - val_recall: 0.4216 Epoch 1502/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 1503/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4738 - val_loss: 0.3457 - val_recall: 0.4583 Epoch 1504/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3462 - val_recall: 0.4632 Epoch 1505/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4926 - val_loss: 0.3462 - val_recall: 0.4485 Epoch 1506/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4632 Epoch 1507/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3461 - val_recall: 0.4583 Epoch 1508/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1509/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3460 - val_recall: 0.4632 Epoch 1510/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4412 Epoch 1511/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3457 - val_recall: 0.4706 Epoch 1512/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4706 Epoch 1513/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3464 - val_recall: 0.4510 Epoch 1514/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3464 - val_recall: 0.4436 Epoch 1515/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4861 - val_loss: 0.3464 - val_recall: 0.4387 Epoch 1516/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4828 Epoch 1517/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4779 Epoch 1518/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4461 Epoch 1519/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3476 - val_recall: 0.4338 Epoch 1520/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4787 - val_loss: 0.3454 - val_recall: 0.4510 Epoch 1521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3462 - val_recall: 0.4559 Epoch 1522/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3459 - val_recall: 0.4608 Epoch 1523/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4771 - val_loss: 0.3467 - val_recall: 0.4877 Epoch 1524/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3453 - val_recall: 0.4583 Epoch 1525/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3486 - val_recall: 0.3922 Epoch 1526/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4681 Epoch 1527/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3469 - val_recall: 0.4755 Epoch 1528/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4992 - val_loss: 0.3473 - val_recall: 0.4191 Epoch 1529/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4216 Epoch 1530/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3455 - val_recall: 0.4510 Epoch 1531/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3460 - val_recall: 0.4510 Epoch 1532/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3465 - val_recall: 0.4412 Epoch 1533/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4877 - val_loss: 0.3483 - val_recall: 0.3995 Epoch 1534/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3458 - val_recall: 0.4681 Epoch 1535/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4705 - val_loss: 0.3457 - val_recall: 0.4853 Epoch 1536/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3460 - val_recall: 0.4804 Epoch 1537/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1538/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3456 - val_recall: 0.4559 Epoch 1539/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3461 - val_recall: 0.4706 Epoch 1540/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4485 Epoch 1541/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3464 - val_recall: 0.4338 Epoch 1542/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4877 Epoch 1543/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4795 - val_loss: 0.3459 - val_recall: 0.4461 Epoch 1544/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3463 - val_recall: 0.4608 Epoch 1545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3457 - val_recall: 0.4608 Epoch 1546/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1547/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4436 Epoch 1548/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3467 - val_recall: 0.4902 Epoch 1549/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3481 - val_recall: 0.4191 Epoch 1550/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4779 Epoch 1551/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4436 Epoch 1552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3469 - val_recall: 0.4902 Epoch 1553/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4632 Epoch 1554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4534 Epoch 1555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3453 - val_recall: 0.4755 Epoch 1556/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1557/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3464 - val_recall: 0.4485 Epoch 1558/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4869 - val_loss: 0.3467 - val_recall: 0.4314 Epoch 1559/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4763 - val_loss: 0.3460 - val_recall: 0.4681 Epoch 1560/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4926 - val_loss: 0.3460 - val_recall: 0.4412 Epoch 1561/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4436 Epoch 1562/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4485 Epoch 1563/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4240 Epoch 1564/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4632 Epoch 1565/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4632 Epoch 1566/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4853 Epoch 1567/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4984 - val_loss: 0.3464 - val_recall: 0.4363 Epoch 1568/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4657 Epoch 1569/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3465 - val_recall: 0.4338 Epoch 1570/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3463 - val_recall: 0.4877 Epoch 1571/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3471 - val_recall: 0.4167 Epoch 1572/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 1573/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4877 - val_loss: 0.3455 - val_recall: 0.4657 Epoch 1574/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3454 - val_recall: 0.4510 Epoch 1575/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4755 - val_loss: 0.3460 - val_recall: 0.4632 Epoch 1576/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3456 - val_recall: 0.4730 Epoch 1577/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4632 Epoch 1578/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4657 Epoch 1579/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3469 - val_recall: 0.4338 Epoch 1580/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3459 - val_recall: 0.4485 Epoch 1581/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3461 - val_recall: 0.4559 Epoch 1582/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436 Epoch 1583/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4436 Epoch 1584/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4902 - val_loss: 0.3468 - val_recall: 0.4216 Epoch 1585/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4485 Epoch 1586/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4853 Epoch 1587/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3472 - val_recall: 0.4191 Epoch 1588/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1589/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3464 - val_recall: 0.4412 Epoch 1590/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4314 Epoch 1591/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1592/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4510 Epoch 1593/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4387 Epoch 1594/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3463 - val_recall: 0.4853 Epoch 1595/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3478 - val_recall: 0.4191 Epoch 1596/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4706 Epoch 1597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4632 Epoch 1598/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4959 - val_loss: 0.3461 - val_recall: 0.4632 Epoch 1599/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4583 Epoch 1600/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3460 - val_recall: 0.4730 Epoch 1601/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3466 - val_recall: 0.4314 Epoch 1602/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4559 Epoch 1603/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4559 Epoch 1604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4730 - val_loss: 0.3466 - val_recall: 0.4853 Epoch 1605/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3469 - val_recall: 0.4265 Epoch 1606/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.5016 - val_loss: 0.3474 - val_recall: 0.4167 Epoch 1607/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4894 - val_loss: 0.3463 - val_recall: 0.4510 Epoch 1608/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4510 Epoch 1609/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4746 - val_loss: 0.3460 - val_recall: 0.4485 Epoch 1610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4510 Epoch 1611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4967 - val_loss: 0.3469 - val_recall: 0.4485 Epoch 1612/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3472 - val_recall: 0.4289 Epoch 1613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4412 Epoch 1614/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4436 Epoch 1615/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4485 Epoch 1616/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4314 Epoch 1617/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4583 Epoch 1618/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3472 - val_recall: 0.4289 Epoch 1619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4363 Epoch 1620/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4755 - val_loss: 0.3457 - val_recall: 0.4559 Epoch 1621/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3464 - val_recall: 0.4632 Epoch 1622/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4583 Epoch 1623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3464 - val_recall: 0.4412 Epoch 1624/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4755 Epoch 1625/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4510 Epoch 1626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4705 - val_loss: 0.3467 - val_recall: 0.4534 Epoch 1627/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4853 Epoch 1628/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4559 Epoch 1629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1630/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3474 - val_recall: 0.4216 Epoch 1631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4853 Epoch 1632/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3465 - val_recall: 0.4412 Epoch 1633/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4632 Epoch 1634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4485 Epoch 1635/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1636/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3478 - val_recall: 0.4265 Epoch 1637/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4289 Epoch 1638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3467 - val_recall: 0.4387 Epoch 1639/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3477 - val_recall: 0.4093 Epoch 1640/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4804 - val_loss: 0.3472 - val_recall: 0.4289 Epoch 1641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4804 - val_loss: 0.3466 - val_recall: 0.4779 Epoch 1642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4984 - val_loss: 0.3466 - val_recall: 0.4338 Epoch 1643/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4730 - val_loss: 0.3459 - val_recall: 0.4804 Epoch 1644/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4387 Epoch 1645/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4722 - val_loss: 0.3454 - val_recall: 0.4681 Epoch 1646/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4926 - val_loss: 0.3481 - val_recall: 0.4167 Epoch 1647/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4804 - val_loss: 0.3471 - val_recall: 0.4289 Epoch 1648/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3462 - val_recall: 0.4485 Epoch 1649/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4363 Epoch 1650/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3461 - val_recall: 0.4608 Epoch 1651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4836 - val_loss: 0.3469 - val_recall: 0.4265 Epoch 1652/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4771 - val_loss: 0.3465 - val_recall: 0.4853 Epoch 1653/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3465 - val_recall: 0.4559 Epoch 1654/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436 Epoch 1655/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4363 Epoch 1656/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5000 - val_loss: 0.3465 - val_recall: 0.4461 Epoch 1657/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4771 - val_loss: 0.3459 - val_recall: 0.4804 Epoch 1658/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1659/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4559 Epoch 1660/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4559 Epoch 1661/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1662/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4412 Epoch 1663/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4812 - val_loss: 0.3463 - val_recall: 0.4559 Epoch 1664/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3478 - val_recall: 0.4191 Epoch 1665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4363 Epoch 1666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3463 - val_recall: 0.4412 Epoch 1667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3469 - val_recall: 0.4436 Epoch 1668/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4632 Epoch 1669/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4804 - val_loss: 0.3471 - val_recall: 0.4387 Epoch 1670/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3463 - val_recall: 0.4461 Epoch 1671/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3461 - val_recall: 0.4730 Epoch 1672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3485 - val_recall: 0.4118 Epoch 1673/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4338 Epoch 1674/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4730 Epoch 1675/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3465 - val_recall: 0.4853 Epoch 1676/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3466 - val_recall: 0.4338 Epoch 1677/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4412 Epoch 1678/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4836 - val_loss: 0.3462 - val_recall: 0.4632 Epoch 1679/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4706 Epoch 1680/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4657 Epoch 1681/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4902 - val_loss: 0.3462 - val_recall: 0.4583 Epoch 1682/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3470 - val_recall: 0.4485 Epoch 1683/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4338 Epoch 1684/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4812 - val_loss: 0.3470 - val_recall: 0.4314 Epoch 1685/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3480 - val_recall: 0.4167 Epoch 1686/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4583 Epoch 1687/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4853 Epoch 1688/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3469 - val_recall: 0.4338 Epoch 1689/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4608 Epoch 1690/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4697 - val_loss: 0.3459 - val_recall: 0.4730 Epoch 1691/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4681 Epoch 1692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3464 - val_recall: 0.4583 Epoch 1693/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4763 - val_loss: 0.3461 - val_recall: 0.4559 Epoch 1694/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4967 - val_loss: 0.3477 - val_recall: 0.4216 Epoch 1695/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4730 - val_loss: 0.3475 - val_recall: 0.4216 Epoch 1696/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.5025 - val_loss: 0.3466 - val_recall: 0.4485 Epoch 1697/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4746 - val_loss: 0.3465 - val_recall: 0.4657 Epoch 1698/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4510 Epoch 1699/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4706 Epoch 1700/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3469 - val_recall: 0.4436 Epoch 1701/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4436 Epoch 1702/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3473 - val_recall: 0.4828 Epoch 1703/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4853 Epoch 1704/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4975 - val_loss: 0.3469 - val_recall: 0.4289 Epoch 1705/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4738 - val_loss: 0.3463 - val_recall: 0.4681 Epoch 1706/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3473 - val_recall: 0.4436 Epoch 1707/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4510 Epoch 1708/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4771 - val_loss: 0.3474 - val_recall: 0.4289 Epoch 1709/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1710/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4918 - val_loss: 0.3475 - val_recall: 0.4338 Epoch 1711/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4795 - val_loss: 0.3466 - val_recall: 0.4632 Epoch 1712/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4461 Epoch 1713/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3474 - val_recall: 0.4314 Epoch 1714/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4746 - val_loss: 0.3467 - val_recall: 0.4387 Epoch 1715/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3480 - val_recall: 0.4142 Epoch 1716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3471 - val_recall: 0.4363 Epoch 1717/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4763 - val_loss: 0.3458 - val_recall: 0.4828 Epoch 1718/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4935 - val_loss: 0.3472 - val_recall: 0.4314 Epoch 1719/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3466 - val_recall: 0.4436 Epoch 1720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4534 Epoch 1721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3469 - val_recall: 0.4412 Epoch 1722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4894 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1723/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4559 Epoch 1724/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3471 - val_recall: 0.4902 Epoch 1725/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4935 - val_loss: 0.3464 - val_recall: 0.4632 Epoch 1726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4681 Epoch 1727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4894 - val_loss: 0.3471 - val_recall: 0.4853 Epoch 1728/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4885 - val_loss: 0.3463 - val_recall: 0.4387 Epoch 1729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3470 - val_recall: 0.4387 Epoch 1730/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3486 - val_recall: 0.3995 Epoch 1731/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3463 - val_recall: 0.4461 Epoch 1732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3471 - val_recall: 0.4510 Epoch 1733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4461 Epoch 1734/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.4935 - val_loss: 0.3483 - val_recall: 0.4191 Epoch 1735/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3465 - val_recall: 0.4583 Epoch 1736/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4608 Epoch 1737/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4935 - val_loss: 0.3469 - val_recall: 0.4559 Epoch 1738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4714 - val_loss: 0.3464 - val_recall: 0.4485 Epoch 1739/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3466 - val_recall: 0.4583 Epoch 1740/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3292 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4510 Epoch 1741/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4902 - val_loss: 0.3472 - val_recall: 0.4314 Epoch 1742/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4755 - val_loss: 0.3467 - val_recall: 0.4338 Epoch 1743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3473 - val_recall: 0.4338 Epoch 1744/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4755 Epoch 1745/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3470 - val_recall: 0.4853 Epoch 1746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4935 - val_loss: 0.3471 - val_recall: 0.4363 Epoch 1747/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436 Epoch 1748/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4755 - val_loss: 0.3472 - val_recall: 0.4706 Epoch 1749/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4559 Epoch 1750/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3473 - val_recall: 0.4436 Epoch 1751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3464 - val_recall: 0.4559 Epoch 1752/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4738 - val_loss: 0.3467 - val_recall: 0.4853 Epoch 1753/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3468 - val_recall: 0.4510 Epoch 1754/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4657 Epoch 1755/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3466 - val_recall: 0.4485 Epoch 1756/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4559 Epoch 1757/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4951 - val_loss: 0.3479 - val_recall: 0.4436 Epoch 1758/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.4787 - val_loss: 0.3465 - val_recall: 0.4510 Epoch 1759/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3473 - val_recall: 0.4436 Epoch 1760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3479 - val_recall: 0.4265 Epoch 1761/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3487 - val_recall: 0.4118 Epoch 1762/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4746 - val_loss: 0.3467 - val_recall: 0.4387 Epoch 1763/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4559 Epoch 1764/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4559 Epoch 1765/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4583 Epoch 1766/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3475 - val_recall: 0.4265 Epoch 1767/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4984 - val_loss: 0.3470 - val_recall: 0.4436 Epoch 1768/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4730 - val_loss: 0.3469 - val_recall: 0.4853 Epoch 1769/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4943 - val_loss: 0.3464 - val_recall: 0.4534 Epoch 1770/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3468 - val_recall: 0.4412 Epoch 1771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3478 - val_recall: 0.4167 Epoch 1772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3466 - val_recall: 0.4559 Epoch 1773/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4387 Epoch 1774/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4387 Epoch 1775/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3475 - val_recall: 0.4828 Epoch 1776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3468 - val_recall: 0.4559 Epoch 1777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4657 Epoch 1778/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4935 - val_loss: 0.3468 - val_recall: 0.4387 Epoch 1779/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4787 - val_loss: 0.3474 - val_recall: 0.4412 Epoch 1780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4853 Epoch 1781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4861 - val_loss: 0.3468 - val_recall: 0.4387 Epoch 1782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4992 - val_loss: 0.3473 - val_recall: 0.4314 Epoch 1783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4828 Epoch 1784/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3461 - val_recall: 0.4730 Epoch 1785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4559 Epoch 1786/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4338 Epoch 1787/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3477 - val_recall: 0.4314 Epoch 1788/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3474 - val_recall: 0.4338 Epoch 1789/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3467 - val_recall: 0.4706 Epoch 1790/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4763 - val_loss: 0.3467 - val_recall: 0.4730 Epoch 1791/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4820 - val_loss: 0.3462 - val_recall: 0.4632 Epoch 1792/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4967 - val_loss: 0.3470 - val_recall: 0.4412 Epoch 1793/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3468 - val_recall: 0.4534 Epoch 1794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5065 - val_loss: 0.3490 - val_recall: 0.4142 Epoch 1795/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4746 - val_loss: 0.3468 - val_recall: 0.4632 Epoch 1796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4853 Epoch 1797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3462 - val_recall: 0.4583 Epoch 1798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3470 - val_recall: 0.4510 Epoch 1799/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4755 - val_loss: 0.3469 - val_recall: 0.4485 Epoch 1800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4910 - val_loss: 0.3474 - val_recall: 0.4461 Epoch 1801/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4820 - val_loss: 0.3468 - val_recall: 0.4779 Epoch 1802/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5008 - val_loss: 0.3474 - val_recall: 0.4314 Epoch 1803/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3468 - val_recall: 0.4632 Epoch 1804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4910 - val_loss: 0.3465 - val_recall: 0.4559 Epoch 1805/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4820 - val_loss: 0.3472 - val_recall: 0.4387 Epoch 1806/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4746 - val_loss: 0.3470 - val_recall: 0.4804 Epoch 1807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3471 - val_recall: 0.4485 Epoch 1808/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.4559 Epoch 1810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4485 Epoch 1811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4951 - val_loss: 0.3478 - val_recall: 0.4265 Epoch 1812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3472 - val_recall: 0.4534 Epoch 1813/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4877 - val_loss: 0.3475 - val_recall: 0.4314 Epoch 1814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4461 Epoch 1815/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4559 Epoch 1816/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4314 Epoch 1817/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4632 Epoch 1818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3473 - val_recall: 0.4485 Epoch 1819/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4387 Epoch 1820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4885 - val_loss: 0.3474 - val_recall: 0.4289 Epoch 1821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3473 - val_recall: 0.4828 Epoch 1822/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3470 - val_recall: 0.4877 Epoch 1823/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4559 Epoch 1824/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4510 Epoch 1825/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3472 - val_recall: 0.4730 Epoch 1826/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3467 - val_recall: 0.4436 Epoch 1827/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3468 - val_recall: 0.4559 Epoch 1828/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3471 - val_recall: 0.4363 Epoch 1829/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3474 - val_recall: 0.4608 Epoch 1830/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4436 Epoch 1831/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4387 Epoch 1832/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3469 - val_recall: 0.4804 Epoch 1833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4943 - val_loss: 0.3481 - val_recall: 0.4118 Epoch 1834/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4689 - val_loss: 0.3466 - val_recall: 0.4853 Epoch 1835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3475 - val_recall: 0.4363 Epoch 1836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3475 - val_recall: 0.4289 Epoch 1837/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3481 - val_recall: 0.4167 Epoch 1838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3470 - val_recall: 0.4534 Epoch 1839/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4559 Epoch 1840/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3469 - val_recall: 0.4657 Epoch 1841/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3483 - val_recall: 0.4044 Epoch 1842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3474 - val_recall: 0.4510 Epoch 1844/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4845 - val_loss: 0.3465 - val_recall: 0.4461 Epoch 1845/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4534 Epoch 1846/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3471 - val_recall: 0.4436 Epoch 1847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4918 - val_loss: 0.3466 - val_recall: 0.4779 Epoch 1848/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4436 Epoch 1849/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3462 - val_recall: 0.4510 Epoch 1850/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3472 - val_recall: 0.4461 Epoch 1851/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3472 - val_recall: 0.4363 Epoch 1852/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3477 - val_recall: 0.4240 Epoch 1853/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4779 - val_loss: 0.3468 - val_recall: 0.4363 Epoch 1854/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4861 - val_loss: 0.3465 - val_recall: 0.4559 Epoch 1855/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3483 - val_recall: 0.4118 Epoch 1856/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3480 - val_recall: 0.4412 Epoch 1857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3468 - val_recall: 0.4436 Epoch 1858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4779 Epoch 1859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3476 - val_recall: 0.4338 Epoch 1860/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3465 - val_recall: 0.4485 Epoch 1861/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3480 - val_recall: 0.4289 Epoch 1862/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4820 - val_loss: 0.3465 - val_recall: 0.4706 Epoch 1863/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3478 - val_recall: 0.4853 Epoch 1864/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3487 - val_recall: 0.4093 Epoch 1865/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3471 - val_recall: 0.4559 Epoch 1866/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3467 - val_recall: 0.4706 Epoch 1867/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4338 Epoch 1868/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3467 - val_recall: 0.4559 Epoch 1869/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3471 - val_recall: 0.4779 Epoch 1870/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3463 - val_recall: 0.4510 Epoch 1871/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3478 - val_recall: 0.4314 Epoch 1872/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4746 - val_loss: 0.3473 - val_recall: 0.4534 Epoch 1873/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4959 - val_loss: 0.3463 - val_recall: 0.4461 Epoch 1874/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4363 Epoch 1875/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3473 - val_recall: 0.4461 Epoch 1876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4926 - val_loss: 0.3479 - val_recall: 0.4240 Epoch 1877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3472 - val_recall: 0.4510 Epoch 1878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4935 - val_loss: 0.3470 - val_recall: 0.4387 Epoch 1879/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3471 - val_recall: 0.4485 Epoch 1880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4730 - val_loss: 0.3466 - val_recall: 0.4779 Epoch 1881/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4943 - val_loss: 0.3467 - val_recall: 0.4559 Epoch 1882/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4240 Epoch 1883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3475 - val_recall: 0.4363 Epoch 1884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4730 - val_loss: 0.3464 - val_recall: 0.4779 Epoch 1885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3481 - val_recall: 0.4265 Epoch 1886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4926 - val_loss: 0.3474 - val_recall: 0.4755 Epoch 1887/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4412 Epoch 1888/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4869 - val_loss: 0.3467 - val_recall: 0.4608 Epoch 1889/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3289 - recall: 0.4795 - val_loss: 0.3473 - val_recall: 0.4853 Epoch 1890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5008 - val_loss: 0.3474 - val_recall: 0.4387 Epoch 1891/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4828 - val_loss: 0.3488 - val_recall: 0.4044 Epoch 1892/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3469 - val_recall: 0.4583 Epoch 1893/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3467 - val_recall: 0.4436 Epoch 1894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3469 - val_recall: 0.4510 Epoch 1895/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3475 - val_recall: 0.4289 Epoch 1896/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3463 - val_recall: 0.4387 Epoch 1897/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4795 - val_loss: 0.3470 - val_recall: 0.4779 Epoch 1898/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3465 - val_recall: 0.4706 Epoch 1899/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4918 - val_loss: 0.3471 - val_recall: 0.4314 Epoch 1900/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4608 Epoch 1901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3465 - val_recall: 0.4706 Epoch 1902/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.4436 Epoch 1903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4967 - val_loss: 0.3461 - val_recall: 0.4485 Epoch 1904/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4951 - val_loss: 0.3464 - val_recall: 0.4559 Epoch 1905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4869 - val_loss: 0.3470 - val_recall: 0.4461 Epoch 1906/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4706 Epoch 1907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4787 - val_loss: 0.3470 - val_recall: 0.4853 Epoch 1908/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4853 Epoch 1909/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4935 - val_loss: 0.3465 - val_recall: 0.4387 Epoch 1910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4387 Epoch 1911/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4730 - val_loss: 0.3461 - val_recall: 0.4608 Epoch 1912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4845 - val_loss: 0.3466 - val_recall: 0.4804 Epoch 1913/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4412 Epoch 1914/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4608 Epoch 1915/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632 Epoch 1916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4608 Epoch 1917/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3468 - val_recall: 0.4338 Epoch 1918/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632 Epoch 1919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4845 - val_loss: 0.3462 - val_recall: 0.4583 Epoch 1920/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4608 Epoch 1921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3489 - val_recall: 0.3848 Epoch 1922/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3457 - val_recall: 0.4657 Epoch 1923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3459 - val_recall: 0.4583 Epoch 1924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4436 Epoch 1925/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4755 Epoch 1926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4632 Epoch 1927/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4706 Epoch 1928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4730 Epoch 1929/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3463 - val_recall: 0.4510 Epoch 1930/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4632 Epoch 1931/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4608 Epoch 1932/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4779 - val_loss: 0.3466 - val_recall: 0.4828 Epoch 1933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4902 Epoch 1934/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4967 - val_loss: 0.3457 - val_recall: 0.4534 Epoch 1935/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4730 Epoch 1936/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4926 - val_loss: 0.3467 - val_recall: 0.4314 Epoch 1937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3483 - val_recall: 0.4093 Epoch 1938/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4771 - val_loss: 0.3454 - val_recall: 0.4485 Epoch 1939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3467 - val_recall: 0.4314 Epoch 1940/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3462 - val_recall: 0.4412 Epoch 1941/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1942/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4632 Epoch 1943/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4142 Epoch 1944/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4338 Epoch 1945/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4853 Epoch 1946/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4926 - val_loss: 0.3464 - val_recall: 0.4118 Epoch 1947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4240 Epoch 1948/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4289 Epoch 1949/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4608 Epoch 1950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4583 Epoch 1951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4763 - val_loss: 0.3458 - val_recall: 0.4657 Epoch 1952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4265 Epoch 1953/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3475 - val_recall: 0.4142 Epoch 1954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4877 Epoch 1956/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4779 - val_loss: 0.3450 - val_recall: 0.4706 Epoch 1957/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4534 Epoch 1958/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4787 - val_loss: 0.3456 - val_recall: 0.4755 Epoch 1959/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.5016 - val_loss: 0.3456 - val_recall: 0.4461 Epoch 1960/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3461 - val_recall: 0.4289 Epoch 1961/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4910 - val_loss: 0.3466 - val_recall: 0.4265 Epoch 1962/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4820 - val_loss: 0.3462 - val_recall: 0.4608 Epoch 1963/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3462 - val_recall: 0.4363 Epoch 1964/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3463 - val_recall: 0.4314 Epoch 1965/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4559 Epoch 1966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4436 Epoch 1967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4559 Epoch 1968/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4975 - val_loss: 0.3464 - val_recall: 0.4167 Epoch 1969/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4804 Epoch 1970/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4461 Epoch 1971/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4836 - val_loss: 0.3460 - val_recall: 0.4461 Epoch 1972/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4412 Epoch 1973/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4730 Epoch 1974/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4951 - val_loss: 0.3455 - val_recall: 0.4559 Epoch 1975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4926 - val_loss: 0.3468 - val_recall: 0.4265 Epoch 1976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4632 Epoch 1977/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3469 - val_recall: 0.4216 Epoch 1978/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3455 - val_recall: 0.4534 Epoch 1979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4730 Epoch 1980/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4877 - val_loss: 0.3456 - val_recall: 0.4608 Epoch 1981/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4240 Epoch 1982/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4861 - val_loss: 0.3463 - val_recall: 0.4485 Epoch 1983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3462 - val_recall: 0.4265 Epoch 1984/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3461 - val_recall: 0.4510 Epoch 1985/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4289 Epoch 1986/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4935 - val_loss: 0.3478 - val_recall: 0.4118 Epoch 1987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3454 - val_recall: 0.4583 Epoch 1988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4869 - val_loss: 0.3462 - val_recall: 0.4436 Epoch 1989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4877 - val_loss: 0.3457 - val_recall: 0.4436 Epoch 1990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4510 Epoch 1991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4902 Epoch 1992/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4583 Epoch 1993/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4387 Epoch 1994/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4412 Epoch 1995/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3282 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4657 Epoch 1996/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3280 - recall: 0.4943 - val_loss: 0.3471 - val_recall: 0.4142 Epoch 1997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4583 Epoch 1998/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.4935 - val_loss: 0.3458 - val_recall: 0.4387 Epoch 1999/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3456 - val_recall: 0.4485 Epoch 2000/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3282 - recall: 0.4910 - val_loss: 0.3473 - val_recall: 0.4289 CPU times: user 4min 34s, sys: 27.1 s, total: 5min 1s Wall time: 3min 50s
# Predicting the training results using 0.5 as the threshold
y_train_pred_1 = (model_1.predict(x_train) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_1 = (model_1.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_1 = (model_1.predict(x_test) > 0.5)
188/188 [==============================] - 0s 1ms/step 63/63 [==============================] - 0s 1ms/step 63/63 [==============================] - 0s 1ms/step
# Display the training loss and validation loss
show_lineplot(data_train = history_1.history['loss'], data_val = history_1.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_1.history['recall'], data_val = history_1.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for training and validation data
show_classification_report(model_name = model_name_1, target_train = y_train, predictors_train = y_train_pred_1, target_val = y_val, predictors_val = y_val_pred_1)
| NN with Adam (Training) | NN with Adam (Validation) | |||||||
|---|---|---|---|---|---|---|---|---|
| precision | recall | f1-score | support | precision | recall | f1-score | support | |
| 0 | 0.87734 | 0.97007 | 0.92138 | 4778.00000 | 0.86784 | 0.96106 | 0.91207 | 1592.00000 |
| 1 | 0.80056 | 0.46972 | 0.59206 | 1222.00000 | 0.73840 | 0.42892 | 0.54264 | 408.00000 |
| accuracy | 0.86817 | 6000.00000 | 0.85250 | 2000.00000 | ||||
| macro avg | 0.83895 | 0.71990 | 0.75672 | 6000.00000 | 0.80312 | 0.69499 | 0.72735 | 2000.00000 |
| weighted avg | 0.86170 | 0.86817 | 0.85431 | 6000.00000 | 0.84143 | 0.85250 | 0.83671 | 2000.00000 |
# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_1, target = y_train, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_1, target = y_val, title = '(Validation)')
Observations:
# Clear backend session
clear_session()
# Create initial model with Adam optimizer and Dropout
model_name_2 = 'NN with Adam & Dropout'
# Create model with Adam optimizer and Dropout
model_2 = Sequential()
model_2.add(Dense(units = 32, activation = 'relu', input_dim = x_train.shape[1]))
model_2.add(Dropout(rate = 0.5))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dropout(rate = 0.1))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dense(units = 1, activation = 'sigmoid'))
model_2.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])
model_2.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 32) 384
dropout (Dropout) (None, 32) 0
dense_1 (Dense) (None, 8) 264
dense_2 (Dense) (None, 8) 72
dropout_1 (Dropout) (None, 8) 0
dense_3 (Dense) (None, 8) 72
dense_4 (Dense) (None, 1) 9
=================================================================
Total params: 801 (3.13 KB)
Trainable params: 801 (3.13 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
%%time
# Fit the model
history_2 = model_2.fit(
x_train, y_train,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
Epoch 1/2000 30/30 [==============================] - 2s 12ms/step - loss: 0.6177 - recall: 0.0957 - val_loss: 0.5549 - val_recall: 0.0000e+00 Epoch 2/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.5304 - recall: 0.0000e+00 - val_loss: 0.4886 - val_recall: 0.0000e+00 Epoch 3/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4998 - recall: 0.0000e+00 - val_loss: 0.4715 - val_recall: 0.0000e+00 Epoch 4/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4861 - recall: 0.0000e+00 - val_loss: 0.4597 - val_recall: 0.0000e+00 Epoch 5/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4800 - recall: 0.0000e+00 - val_loss: 0.4502 - val_recall: 0.0000e+00 Epoch 6/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4704 - recall: 0.0000e+00 - val_loss: 0.4425 - val_recall: 0.0000e+00 Epoch 7/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4621 - recall: 0.0000e+00 - val_loss: 0.4358 - val_recall: 0.0000e+00 Epoch 8/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4633 - recall: 0.0000e+00 - val_loss: 0.4332 - val_recall: 0.0000e+00 Epoch 9/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4553 - recall: 0.0000e+00 - val_loss: 0.4310 - val_recall: 0.0000e+00 Epoch 10/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4530 - recall: 0.0000e+00 - val_loss: 0.4285 - val_recall: 0.0000e+00 Epoch 11/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4506 - recall: 0.0000e+00 - val_loss: 0.4273 - val_recall: 0.0000e+00 Epoch 12/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4496 - recall: 0.0016 - val_loss: 0.4261 - val_recall: 0.0000e+00 Epoch 13/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4471 - recall: 0.0041 - val_loss: 0.4246 - val_recall: 0.0000e+00 Epoch 14/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4428 - recall: 0.0098 - val_loss: 0.4233 - val_recall: 0.0000e+00 Epoch 15/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4489 - recall: 0.0155 - val_loss: 0.4234 - val_recall: 0.0025 Epoch 16/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4415 - recall: 0.0376 - val_loss: 0.4212 - val_recall: 0.0049 Epoch 17/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4446 - recall: 0.0393 - val_loss: 0.4205 - val_recall: 0.0098 Epoch 18/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4447 - recall: 0.0597 - val_loss: 0.4202 - val_recall: 0.0196 Epoch 19/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4394 - recall: 0.0679 - val_loss: 0.4186 - val_recall: 0.0392 Epoch 20/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4361 - recall: 0.0925 - val_loss: 0.4180 - val_recall: 0.0907 Epoch 21/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4345 - recall: 0.1236 - val_loss: 0.4160 - val_recall: 0.1422 Epoch 22/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4356 - recall: 0.1555 - val_loss: 0.4152 - val_recall: 0.1520 Epoch 23/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.1506 - val_loss: 0.4143 - val_recall: 0.1789 Epoch 24/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4297 - recall: 0.1825 - val_loss: 0.4132 - val_recall: 0.2598 Epoch 25/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.2070 - val_loss: 0.4115 - val_recall: 0.2696 Epoch 26/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.2193 - val_loss: 0.4118 - val_recall: 0.2623 Epoch 27/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.2283 - val_loss: 0.4090 - val_recall: 0.3088 Epoch 28/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4245 - recall: 0.2529 - val_loss: 0.4070 - val_recall: 0.2892 Epoch 29/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.2578 - val_loss: 0.4056 - val_recall: 0.3039 Epoch 30/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.2660 - val_loss: 0.4045 - val_recall: 0.3358 Epoch 31/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.2717 - val_loss: 0.4020 - val_recall: 0.3186 Epoch 32/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.2848 - val_loss: 0.4013 - val_recall: 0.3284 Epoch 33/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.2684 - val_loss: 0.3998 - val_recall: 0.3333 Epoch 34/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.2799 - val_loss: 0.3993 - val_recall: 0.3529 Epoch 35/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.2700 - val_loss: 0.3988 - val_recall: 0.3529 Epoch 36/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.2856 - val_loss: 0.3973 - val_recall: 0.3627 Epoch 37/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.3061 - val_loss: 0.3957 - val_recall: 0.3578 Epoch 38/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.3101 - val_loss: 0.3963 - val_recall: 0.3652 Epoch 39/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.3118 - val_loss: 0.3959 - val_recall: 0.3505 Epoch 40/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2831 - val_loss: 0.3960 - val_recall: 0.3333 Epoch 41/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.3101 - val_loss: 0.3940 - val_recall: 0.3505 Epoch 42/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.3093 - val_loss: 0.3921 - val_recall: 0.3382 Epoch 43/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.4125 - recall: 0.2881 - val_loss: 0.3934 - val_recall: 0.3750 Epoch 44/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.3273 - val_loss: 0.3913 - val_recall: 0.3480 Epoch 45/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.3183 - val_loss: 0.3923 - val_recall: 0.3480 Epoch 46/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.3134 - val_loss: 0.3901 - val_recall: 0.3358 Epoch 47/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.4025 - recall: 0.3110 - val_loss: 0.3885 - val_recall: 0.3750 Epoch 48/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4004 - recall: 0.3249 - val_loss: 0.3885 - val_recall: 0.3676 Epoch 49/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.3282 - val_loss: 0.3887 - val_recall: 0.3505 Epoch 50/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2995 - val_loss: 0.3884 - val_recall: 0.3627 Epoch 51/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.3306 - val_loss: 0.3868 - val_recall: 0.3775 Epoch 52/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.3445 - val_loss: 0.3857 - val_recall: 0.3627 Epoch 53/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.3216 - val_loss: 0.3853 - val_recall: 0.3603 Epoch 54/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3412 - val_loss: 0.3826 - val_recall: 0.3824 Epoch 55/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.3208 - val_loss: 0.3839 - val_recall: 0.3701 Epoch 56/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3901 - recall: 0.3470 - val_loss: 0.3810 - val_recall: 0.3848 Epoch 57/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3355 - val_loss: 0.3812 - val_recall: 0.3725 Epoch 58/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3857 - recall: 0.3478 - val_loss: 0.3783 - val_recall: 0.3701 Epoch 59/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3314 - val_loss: 0.3784 - val_recall: 0.3897 Epoch 60/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3855 - recall: 0.3592 - val_loss: 0.3770 - val_recall: 0.3799 Epoch 61/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3814 - recall: 0.3633 - val_loss: 0.3725 - val_recall: 0.3848 Epoch 62/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3845 - recall: 0.3715 - val_loss: 0.3717 - val_recall: 0.3799 Epoch 63/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3836 - recall: 0.3764 - val_loss: 0.3688 - val_recall: 0.3799 Epoch 64/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3784 - recall: 0.3691 - val_loss: 0.3684 - val_recall: 0.3946 Epoch 65/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3813 - recall: 0.3830 - val_loss: 0.3681 - val_recall: 0.3922 Epoch 66/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3803 - recall: 0.3789 - val_loss: 0.3662 - val_recall: 0.3775 Epoch 67/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.4002 - val_loss: 0.3644 - val_recall: 0.3946 Epoch 68/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3783 - recall: 0.3871 - val_loss: 0.3651 - val_recall: 0.3995 Epoch 69/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3702 - recall: 0.3928 - val_loss: 0.3611 - val_recall: 0.3971 Epoch 70/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3701 - recall: 0.4018 - val_loss: 0.3600 - val_recall: 0.4069 Epoch 71/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3788 - recall: 0.3797 - val_loss: 0.3638 - val_recall: 0.4069 Epoch 72/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3777 - recall: 0.3879 - val_loss: 0.3642 - val_recall: 0.4093 Epoch 73/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3757 - recall: 0.3961 - val_loss: 0.3593 - val_recall: 0.3897 Epoch 74/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3687 - recall: 0.4092 - val_loss: 0.3636 - val_recall: 0.4240 Epoch 75/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3716 - recall: 0.3985 - val_loss: 0.3593 - val_recall: 0.4020 Epoch 76/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3616 - recall: 0.4206 - val_loss: 0.3573 - val_recall: 0.4118 Epoch 77/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3748 - recall: 0.4198 - val_loss: 0.3584 - val_recall: 0.3897 Epoch 78/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3721 - recall: 0.4059 - val_loss: 0.3591 - val_recall: 0.4093 Epoch 79/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3657 - recall: 0.4067 - val_loss: 0.3591 - val_recall: 0.4608 Epoch 80/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3670 - recall: 0.4337 - val_loss: 0.3580 - val_recall: 0.4485 Epoch 81/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3708 - recall: 0.4067 - val_loss: 0.3586 - val_recall: 0.4289 Epoch 82/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3690 - recall: 0.4067 - val_loss: 0.3554 - val_recall: 0.4387 Epoch 83/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3701 - recall: 0.4223 - val_loss: 0.3547 - val_recall: 0.4069 Epoch 84/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3761 - recall: 0.4034 - val_loss: 0.3555 - val_recall: 0.4093 Epoch 85/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3643 - recall: 0.4288 - val_loss: 0.3547 - val_recall: 0.4142 Epoch 86/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3616 - recall: 0.4149 - val_loss: 0.3539 - val_recall: 0.4265 Epoch 87/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3686 - recall: 0.4133 - val_loss: 0.3552 - val_recall: 0.4314 Epoch 88/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3661 - recall: 0.4182 - val_loss: 0.3567 - val_recall: 0.4608 Epoch 89/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3699 - recall: 0.4083 - val_loss: 0.3537 - val_recall: 0.4240 Epoch 90/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3648 - recall: 0.4264 - val_loss: 0.3531 - val_recall: 0.4534 Epoch 91/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3656 - recall: 0.4288 - val_loss: 0.3564 - val_recall: 0.4730 Epoch 92/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3622 - recall: 0.4354 - val_loss: 0.3527 - val_recall: 0.4485 Epoch 93/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3610 - recall: 0.4345 - val_loss: 0.3511 - val_recall: 0.4461 Epoch 94/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3658 - recall: 0.4321 - val_loss: 0.3529 - val_recall: 0.4608 Epoch 95/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3583 - recall: 0.4313 - val_loss: 0.3511 - val_recall: 0.4510 Epoch 96/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3638 - recall: 0.4403 - val_loss: 0.3516 - val_recall: 0.4485 Epoch 97/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3622 - recall: 0.4304 - val_loss: 0.3518 - val_recall: 0.4216 Epoch 98/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3585 - recall: 0.4337 - val_loss: 0.3529 - val_recall: 0.4608 Epoch 99/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3610 - recall: 0.4394 - val_loss: 0.3502 - val_recall: 0.4559 Epoch 100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3634 - recall: 0.4427 - val_loss: 0.3521 - val_recall: 0.4583 Epoch 101/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3618 - recall: 0.4313 - val_loss: 0.3514 - val_recall: 0.4632 Epoch 102/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3552 - recall: 0.4509 - val_loss: 0.3503 - val_recall: 0.4583 Epoch 103/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3568 - recall: 0.4509 - val_loss: 0.3480 - val_recall: 0.4706 Epoch 104/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3607 - recall: 0.4264 - val_loss: 0.3512 - val_recall: 0.4681 Epoch 105/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3608 - recall: 0.4223 - val_loss: 0.3490 - val_recall: 0.4510 Epoch 106/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3535 - recall: 0.4517 - val_loss: 0.3459 - val_recall: 0.4534 Epoch 107/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3618 - recall: 0.4264 - val_loss: 0.3491 - val_recall: 0.4828 Epoch 108/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3535 - recall: 0.4444 - val_loss: 0.3489 - val_recall: 0.4828 Epoch 109/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3571 - recall: 0.4550 - val_loss: 0.3485 - val_recall: 0.4485 Epoch 110/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3597 - recall: 0.4468 - val_loss: 0.3494 - val_recall: 0.4559 Epoch 111/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3574 - recall: 0.4345 - val_loss: 0.3516 - val_recall: 0.4706 Epoch 112/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3541 - recall: 0.4493 - val_loss: 0.3488 - val_recall: 0.4681 Epoch 113/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3618 - recall: 0.4419 - val_loss: 0.3553 - val_recall: 0.5049 Epoch 114/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3594 - recall: 0.4574 - val_loss: 0.3485 - val_recall: 0.4314 Epoch 115/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3580 - recall: 0.4411 - val_loss: 0.3495 - val_recall: 0.4681 Epoch 116/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3526 - recall: 0.4583 - val_loss: 0.3466 - val_recall: 0.4779 Epoch 117/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3566 - recall: 0.4583 - val_loss: 0.3489 - val_recall: 0.4804 Epoch 118/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3513 - recall: 0.4493 - val_loss: 0.3486 - val_recall: 0.4632 Epoch 119/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3522 - recall: 0.4574 - val_loss: 0.3474 - val_recall: 0.4755 Epoch 120/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3519 - recall: 0.4509 - val_loss: 0.3484 - val_recall: 0.5000 Epoch 121/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3596 - recall: 0.4517 - val_loss: 0.3462 - val_recall: 0.4730 Epoch 122/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3523 - recall: 0.4624 - val_loss: 0.3470 - val_recall: 0.4632 Epoch 123/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3590 - recall: 0.4509 - val_loss: 0.3503 - val_recall: 0.4828 Epoch 124/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3554 - recall: 0.4517 - val_loss: 0.3472 - val_recall: 0.4632 Epoch 125/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4624 - val_loss: 0.3444 - val_recall: 0.4706 Epoch 126/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3502 - recall: 0.4542 - val_loss: 0.3457 - val_recall: 0.4828 Epoch 127/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3547 - recall: 0.4648 - val_loss: 0.3454 - val_recall: 0.4951 Epoch 128/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3486 - recall: 0.4714 - val_loss: 0.3471 - val_recall: 0.4583 Epoch 129/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3499 - recall: 0.4452 - val_loss: 0.3485 - val_recall: 0.4779 Epoch 130/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3460 - recall: 0.4673 - val_loss: 0.3468 - val_recall: 0.4779 Epoch 131/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4493 - val_loss: 0.3471 - val_recall: 0.4926 Epoch 132/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3514 - recall: 0.4525 - val_loss: 0.3457 - val_recall: 0.4779 Epoch 133/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3515 - recall: 0.4705 - val_loss: 0.3452 - val_recall: 0.4730 Epoch 134/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3591 - recall: 0.4419 - val_loss: 0.3494 - val_recall: 0.4755 Epoch 135/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3491 - recall: 0.4615 - val_loss: 0.3474 - val_recall: 0.4608 Epoch 136/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4574 - val_loss: 0.3451 - val_recall: 0.4657 Epoch 137/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3502 - recall: 0.4583 - val_loss: 0.3455 - val_recall: 0.4926 Epoch 138/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3492 - recall: 0.4591 - val_loss: 0.3489 - val_recall: 0.4877 Epoch 139/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3479 - recall: 0.4648 - val_loss: 0.3452 - val_recall: 0.4706 Epoch 140/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3511 - recall: 0.4591 - val_loss: 0.3456 - val_recall: 0.4730 Epoch 141/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3549 - recall: 0.4493 - val_loss: 0.3457 - val_recall: 0.4877 Epoch 142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3483 - recall: 0.4624 - val_loss: 0.3453 - val_recall: 0.4804 Epoch 143/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4272 - val_loss: 0.3473 - val_recall: 0.4926 Epoch 144/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4525 - val_loss: 0.3457 - val_recall: 0.4828 Epoch 145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3492 - recall: 0.4640 - val_loss: 0.3444 - val_recall: 0.4853 Epoch 146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3491 - recall: 0.4558 - val_loss: 0.3486 - val_recall: 0.4951 Epoch 147/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3549 - recall: 0.4493 - val_loss: 0.3468 - val_recall: 0.4730 Epoch 148/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3534 - recall: 0.4378 - val_loss: 0.3484 - val_recall: 0.4828 Epoch 149/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3520 - recall: 0.4484 - val_loss: 0.3459 - val_recall: 0.4853 Epoch 150/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3559 - recall: 0.4591 - val_loss: 0.3449 - val_recall: 0.4902 Epoch 151/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3508 - recall: 0.4591 - val_loss: 0.3495 - val_recall: 0.4877 Epoch 152/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3472 - recall: 0.4624 - val_loss: 0.3447 - val_recall: 0.4779 Epoch 153/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3464 - recall: 0.4738 - val_loss: 0.3469 - val_recall: 0.4926 Epoch 154/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3499 - recall: 0.4656 - val_loss: 0.3471 - val_recall: 0.4877 Epoch 155/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3472 - recall: 0.4656 - val_loss: 0.3473 - val_recall: 0.4828 Epoch 156/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3486 - recall: 0.4607 - val_loss: 0.3458 - val_recall: 0.4779 Epoch 157/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3497 - recall: 0.4681 - val_loss: 0.3455 - val_recall: 0.4926 Epoch 158/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3539 - recall: 0.4664 - val_loss: 0.3467 - val_recall: 0.4926 Epoch 159/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3532 - recall: 0.4591 - val_loss: 0.3473 - val_recall: 0.4951 Epoch 160/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3475 - recall: 0.4705 - val_loss: 0.3455 - val_recall: 0.4828 Epoch 161/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3440 - recall: 0.4714 - val_loss: 0.3458 - val_recall: 0.4975 Epoch 162/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4689 - val_loss: 0.3453 - val_recall: 0.4706 Epoch 163/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3476 - recall: 0.4730 - val_loss: 0.3458 - val_recall: 0.4804 Epoch 164/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3407 - recall: 0.4746 - val_loss: 0.3452 - val_recall: 0.4804 Epoch 165/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4779 - val_loss: 0.3480 - val_recall: 0.4975 Epoch 166/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3500 - recall: 0.4673 - val_loss: 0.3475 - val_recall: 0.4730 Epoch 167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4599 - val_loss: 0.3466 - val_recall: 0.4902 Epoch 168/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3482 - recall: 0.4689 - val_loss: 0.3460 - val_recall: 0.4853 Epoch 169/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4550 - val_loss: 0.3453 - val_recall: 0.4828 Epoch 170/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3477 - recall: 0.4632 - val_loss: 0.3440 - val_recall: 0.4877 Epoch 171/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3435 - recall: 0.4705 - val_loss: 0.3432 - val_recall: 0.4975 Epoch 172/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3480 - recall: 0.4648 - val_loss: 0.3451 - val_recall: 0.4975 Epoch 173/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3487 - recall: 0.4714 - val_loss: 0.3446 - val_recall: 0.4951 Epoch 174/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3487 - recall: 0.4624 - val_loss: 0.3462 - val_recall: 0.4926 Epoch 175/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3467 - recall: 0.4836 - val_loss: 0.3440 - val_recall: 0.4730 Epoch 176/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3454 - recall: 0.4542 - val_loss: 0.3451 - val_recall: 0.4828 Epoch 177/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4861 - val_loss: 0.3451 - val_recall: 0.4828 Epoch 178/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4640 - val_loss: 0.3443 - val_recall: 0.4902 Epoch 179/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3470 - recall: 0.4673 - val_loss: 0.3441 - val_recall: 0.4926 Epoch 180/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3489 - recall: 0.4705 - val_loss: 0.3435 - val_recall: 0.4877 Epoch 181/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3463 - recall: 0.4574 - val_loss: 0.3451 - val_recall: 0.4902 Epoch 182/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3426 - recall: 0.4730 - val_loss: 0.3433 - val_recall: 0.5049 Epoch 183/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3421 - recall: 0.4755 - val_loss: 0.3428 - val_recall: 0.5025 Epoch 184/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3458 - recall: 0.4648 - val_loss: 0.3434 - val_recall: 0.5025 Epoch 185/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4738 - val_loss: 0.3434 - val_recall: 0.4828 Epoch 186/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4615 - val_loss: 0.3463 - val_recall: 0.4951 Epoch 187/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4902 - val_loss: 0.3421 - val_recall: 0.4926 Epoch 188/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3479 - recall: 0.4746 - val_loss: 0.3435 - val_recall: 0.5025 Epoch 189/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3402 - recall: 0.4697 - val_loss: 0.3424 - val_recall: 0.4926 Epoch 190/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3493 - recall: 0.4583 - val_loss: 0.3429 - val_recall: 0.4730 Epoch 191/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3417 - recall: 0.4681 - val_loss: 0.3412 - val_recall: 0.4902 Epoch 192/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3478 - recall: 0.4689 - val_loss: 0.3431 - val_recall: 0.4853 Epoch 193/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4640 - val_loss: 0.3424 - val_recall: 0.4877 Epoch 194/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3442 - recall: 0.4771 - val_loss: 0.3417 - val_recall: 0.4853 Epoch 195/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3448 - recall: 0.4640 - val_loss: 0.3426 - val_recall: 0.4877 Epoch 196/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3440 - recall: 0.4722 - val_loss: 0.3439 - val_recall: 0.4779 Epoch 197/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4705 - val_loss: 0.3454 - val_recall: 0.4951 Epoch 198/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3451 - recall: 0.4722 - val_loss: 0.3424 - val_recall: 0.4804 Epoch 199/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3435 - recall: 0.4763 - val_loss: 0.3456 - val_recall: 0.5123 Epoch 200/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3449 - recall: 0.4763 - val_loss: 0.3436 - val_recall: 0.4951 Epoch 201/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3439 - recall: 0.4836 - val_loss: 0.3441 - val_recall: 0.5049 Epoch 202/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3446 - recall: 0.4664 - val_loss: 0.3462 - val_recall: 0.5172 Epoch 203/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4763 - val_loss: 0.3420 - val_recall: 0.4975 Epoch 204/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3481 - recall: 0.4746 - val_loss: 0.3436 - val_recall: 0.5025 Epoch 205/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3427 - recall: 0.4689 - val_loss: 0.3434 - val_recall: 0.5049 Epoch 206/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3398 - recall: 0.4664 - val_loss: 0.3424 - val_recall: 0.4975 Epoch 207/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3439 - recall: 0.4779 - val_loss: 0.3422 - val_recall: 0.5049 Epoch 208/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4738 - val_loss: 0.3416 - val_recall: 0.4926 Epoch 209/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4722 - val_loss: 0.3425 - val_recall: 0.4951 Epoch 210/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3430 - val_recall: 0.5025 Epoch 211/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3444 - recall: 0.4730 - val_loss: 0.3424 - val_recall: 0.4926 Epoch 212/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3438 - recall: 0.4664 - val_loss: 0.3423 - val_recall: 0.4804 Epoch 213/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3458 - recall: 0.4664 - val_loss: 0.3431 - val_recall: 0.4706 Epoch 214/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3416 - recall: 0.4673 - val_loss: 0.3419 - val_recall: 0.4730 Epoch 215/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4656 - val_loss: 0.3433 - val_recall: 0.4730 Epoch 216/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4787 - val_loss: 0.3440 - val_recall: 0.4755 Epoch 217/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4705 - val_loss: 0.3430 - val_recall: 0.4804 Epoch 218/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4763 - val_loss: 0.3422 - val_recall: 0.4853 Epoch 219/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3447 - recall: 0.4624 - val_loss: 0.3425 - val_recall: 0.4804 Epoch 220/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3456 - recall: 0.4714 - val_loss: 0.3433 - val_recall: 0.4902 Epoch 221/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4697 - val_loss: 0.3437 - val_recall: 0.5049 Epoch 222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4730 - val_loss: 0.3415 - val_recall: 0.5025 Epoch 223/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3454 - recall: 0.4771 - val_loss: 0.3412 - val_recall: 0.4975 Epoch 224/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3412 - recall: 0.4787 - val_loss: 0.3416 - val_recall: 0.5123 Epoch 225/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3415 - recall: 0.4755 - val_loss: 0.3435 - val_recall: 0.5147 Epoch 226/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4836 - val_loss: 0.3431 - val_recall: 0.5000 Epoch 227/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4763 - val_loss: 0.3446 - val_recall: 0.5123 Epoch 228/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4877 - val_loss: 0.3420 - val_recall: 0.4975 Epoch 229/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3443 - recall: 0.4804 - val_loss: 0.3446 - val_recall: 0.4926 Epoch 230/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3418 - recall: 0.4689 - val_loss: 0.3429 - val_recall: 0.5049 Epoch 231/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3423 - recall: 0.4894 - val_loss: 0.3419 - val_recall: 0.4902 Epoch 232/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4599 - val_loss: 0.3471 - val_recall: 0.5049 Epoch 233/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4820 - val_loss: 0.3417 - val_recall: 0.4926 Epoch 234/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3412 - recall: 0.4632 - val_loss: 0.3454 - val_recall: 0.5000 Epoch 235/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4746 - val_loss: 0.3439 - val_recall: 0.5049 Epoch 236/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4722 - val_loss: 0.3451 - val_recall: 0.4951 Epoch 237/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4828 - val_loss: 0.3433 - val_recall: 0.4975 Epoch 238/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4812 - val_loss: 0.3431 - val_recall: 0.5074 Epoch 239/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4902 - val_loss: 0.3408 - val_recall: 0.4951 Epoch 240/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3429 - recall: 0.4738 - val_loss: 0.3437 - val_recall: 0.4902 Epoch 241/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4771 - val_loss: 0.3425 - val_recall: 0.4926 Epoch 242/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3367 - recall: 0.4804 - val_loss: 0.3428 - val_recall: 0.4951 Epoch 243/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.5016 - val_loss: 0.3441 - val_recall: 0.5074 Epoch 244/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3433 - recall: 0.4804 - val_loss: 0.3449 - val_recall: 0.5000 Epoch 245/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3430 - recall: 0.4771 - val_loss: 0.3414 - val_recall: 0.5074 Epoch 246/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4673 - val_loss: 0.3465 - val_recall: 0.5074 Epoch 247/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3377 - recall: 0.4812 - val_loss: 0.3438 - val_recall: 0.5123 Epoch 248/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3440 - recall: 0.4673 - val_loss: 0.3424 - val_recall: 0.5049 Epoch 249/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4763 - val_loss: 0.3427 - val_recall: 0.5098 Epoch 250/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3397 - recall: 0.4763 - val_loss: 0.3443 - val_recall: 0.5000 Epoch 251/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4755 - val_loss: 0.3436 - val_recall: 0.4902 Epoch 252/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4795 - val_loss: 0.3447 - val_recall: 0.4902 Epoch 253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4877 - val_loss: 0.3474 - val_recall: 0.5000 Epoch 254/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3413 - recall: 0.4714 - val_loss: 0.3451 - val_recall: 0.4975 Epoch 255/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4730 - val_loss: 0.3447 - val_recall: 0.4853 Epoch 256/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4771 - val_loss: 0.3442 - val_recall: 0.4926 Epoch 257/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3462 - recall: 0.4779 - val_loss: 0.3432 - val_recall: 0.4730 Epoch 258/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4738 - val_loss: 0.3469 - val_recall: 0.5049 Epoch 259/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4902 Epoch 260/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4697 - val_loss: 0.3450 - val_recall: 0.4975 Epoch 261/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4918 - val_loss: 0.3414 - val_recall: 0.4975 Epoch 262/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3387 - recall: 0.4861 - val_loss: 0.3432 - val_recall: 0.4926 Epoch 263/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3421 - recall: 0.4787 - val_loss: 0.3447 - val_recall: 0.4975 Epoch 264/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3376 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.5025 Epoch 265/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4722 - val_loss: 0.3465 - val_recall: 0.5025 Epoch 266/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4771 - val_loss: 0.3450 - val_recall: 0.5025 Epoch 267/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3444 - recall: 0.4861 - val_loss: 0.3427 - val_recall: 0.4975 Epoch 268/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3430 - val_recall: 0.4828 Epoch 269/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4763 - val_loss: 0.3456 - val_recall: 0.5025 Epoch 270/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4779 Epoch 271/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4804 - val_loss: 0.3459 - val_recall: 0.5000 Epoch 272/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4664 - val_loss: 0.3463 - val_recall: 0.5025 Epoch 273/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4746 - val_loss: 0.3473 - val_recall: 0.5025 Epoch 274/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4894 - val_loss: 0.3458 - val_recall: 0.5025 Epoch 275/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4755 - val_loss: 0.3454 - val_recall: 0.4877 Epoch 276/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3377 - recall: 0.4885 - val_loss: 0.3438 - val_recall: 0.4853 Epoch 277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4804 - val_loss: 0.3490 - val_recall: 0.5074 Epoch 278/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4902 Epoch 279/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4951 - val_loss: 0.3443 - val_recall: 0.4877 Epoch 280/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4730 - val_loss: 0.3463 - val_recall: 0.5025 Epoch 281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4820 - val_loss: 0.3482 - val_recall: 0.5074 Epoch 282/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3369 - recall: 0.4869 - val_loss: 0.3444 - val_recall: 0.4902 Epoch 283/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3485 - val_recall: 0.5049 Epoch 284/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4926 - val_loss: 0.3468 - val_recall: 0.4877 Epoch 285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4730 - val_loss: 0.3450 - val_recall: 0.4779 Epoch 286/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3376 - recall: 0.4845 - val_loss: 0.3466 - val_recall: 0.4926 Epoch 287/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3404 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4902 Epoch 288/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3403 - recall: 0.4902 - val_loss: 0.3447 - val_recall: 0.4926 Epoch 289/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3369 - recall: 0.4697 - val_loss: 0.3456 - val_recall: 0.4926 Epoch 290/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4910 - val_loss: 0.3439 - val_recall: 0.4828 Epoch 291/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3376 - recall: 0.4763 - val_loss: 0.3475 - val_recall: 0.4902 Epoch 292/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3418 - recall: 0.4705 - val_loss: 0.3467 - val_recall: 0.4975 Epoch 293/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3329 - recall: 0.4804 - val_loss: 0.3456 - val_recall: 0.4951 Epoch 294/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4877 Epoch 295/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4730 - val_loss: 0.3465 - val_recall: 0.4902 Epoch 296/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4894 - val_loss: 0.3491 - val_recall: 0.4902 Epoch 297/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4836 - val_loss: 0.3467 - val_recall: 0.4755 Epoch 298/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3386 - recall: 0.4763 - val_loss: 0.3460 - val_recall: 0.4902 Epoch 299/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4902 - val_loss: 0.3471 - val_recall: 0.4804 Epoch 300/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4763 - val_loss: 0.3471 - val_recall: 0.4926 Epoch 301/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4992 - val_loss: 0.3449 - val_recall: 0.4804 Epoch 302/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4975 - val_loss: 0.3468 - val_recall: 0.4853 Epoch 303/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4763 - val_loss: 0.3465 - val_recall: 0.4877 Epoch 304/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4714 - val_loss: 0.3494 - val_recall: 0.4951 Epoch 305/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3395 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4681 Epoch 306/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4812 - val_loss: 0.3473 - val_recall: 0.4926 Epoch 307/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4795 - val_loss: 0.3491 - val_recall: 0.5049 Epoch 308/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4910 - val_loss: 0.3445 - val_recall: 0.4975 Epoch 309/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4853 - val_loss: 0.3495 - val_recall: 0.5196 Epoch 310/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.4902 Epoch 311/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4615 - val_loss: 0.3486 - val_recall: 0.5074 Epoch 312/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4992 - val_loss: 0.3475 - val_recall: 0.5098 Epoch 313/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4795 - val_loss: 0.3497 - val_recall: 0.5098 Epoch 314/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3400 - recall: 0.4845 - val_loss: 0.3482 - val_recall: 0.5074 Epoch 315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4804 - val_loss: 0.3479 - val_recall: 0.4951 Epoch 316/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4975 Epoch 317/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4951 Epoch 318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4787 - val_loss: 0.3505 - val_recall: 0.4975 Epoch 319/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4845 - val_loss: 0.3460 - val_recall: 0.4828 Epoch 320/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4820 - val_loss: 0.3499 - val_recall: 0.5049 Epoch 321/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4992 - val_loss: 0.3457 - val_recall: 0.4877 Epoch 322/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3380 - recall: 0.4845 - val_loss: 0.3525 - val_recall: 0.5172 Epoch 323/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5016 - val_loss: 0.3497 - val_recall: 0.5025 Epoch 324/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.4828 - val_loss: 0.3493 - val_recall: 0.5025 Epoch 325/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4828 - val_loss: 0.3473 - val_recall: 0.5025 Epoch 326/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4820 - val_loss: 0.3461 - val_recall: 0.4828 Epoch 327/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4763 - val_loss: 0.3489 - val_recall: 0.4951 Epoch 328/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4902 - val_loss: 0.3502 - val_recall: 0.5123 Epoch 329/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4877 Epoch 330/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4779 - val_loss: 0.3475 - val_recall: 0.5074 Epoch 331/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4902 Epoch 332/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4902 Epoch 333/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4795 - val_loss: 0.3480 - val_recall: 0.5074 Epoch 334/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4787 - val_loss: 0.3479 - val_recall: 0.4926 Epoch 335/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3364 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4902 Epoch 336/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4763 - val_loss: 0.3495 - val_recall: 0.4975 Epoch 337/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4836 - val_loss: 0.3469 - val_recall: 0.4877 Epoch 338/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4787 - val_loss: 0.3499 - val_recall: 0.5074 Epoch 339/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4894 - val_loss: 0.3519 - val_recall: 0.5025 Epoch 340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4795 - val_loss: 0.3494 - val_recall: 0.5025 Epoch 341/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4975 - val_loss: 0.3487 - val_recall: 0.5098 Epoch 342/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4975 - val_loss: 0.3467 - val_recall: 0.4951 Epoch 343/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4656 - val_loss: 0.3515 - val_recall: 0.5098 Epoch 344/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4853 Epoch 345/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4836 - val_loss: 0.3506 - val_recall: 0.5270 Epoch 346/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4943 - val_loss: 0.3484 - val_recall: 0.5074 Epoch 347/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4787 - val_loss: 0.3478 - val_recall: 0.4828 Epoch 348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4853 - val_loss: 0.3503 - val_recall: 0.5147 Epoch 349/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3327 - recall: 0.4828 - val_loss: 0.3492 - val_recall: 0.5049 Epoch 350/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4730 - val_loss: 0.3482 - val_recall: 0.5074 Epoch 351/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5082 - val_loss: 0.3496 - val_recall: 0.5074 Epoch 352/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4853 - val_loss: 0.3496 - val_recall: 0.5000 Epoch 353/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.5016 - val_loss: 0.3478 - val_recall: 0.5025 Epoch 354/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4804 - val_loss: 0.3475 - val_recall: 0.4951 Epoch 355/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3414 - recall: 0.4812 - val_loss: 0.3519 - val_recall: 0.5098 Epoch 356/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3369 - recall: 0.4967 - val_loss: 0.3510 - val_recall: 0.4902 Epoch 357/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.4902 - val_loss: 0.3521 - val_recall: 0.5172 Epoch 358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4975 - val_loss: 0.3504 - val_recall: 0.5000 Epoch 359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4992 - val_loss: 0.3481 - val_recall: 0.5025 Epoch 360/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4779 - val_loss: 0.3513 - val_recall: 0.5000 Epoch 361/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4853 - val_loss: 0.3497 - val_recall: 0.4951 Epoch 362/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4820 - val_loss: 0.3549 - val_recall: 0.5049 Epoch 363/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4975 - val_loss: 0.3488 - val_recall: 0.4877 Epoch 364/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4673 - val_loss: 0.3530 - val_recall: 0.5147 Epoch 365/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4918 - val_loss: 0.3533 - val_recall: 0.4926 Epoch 366/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4804 - val_loss: 0.3496 - val_recall: 0.4951 Epoch 367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4869 - val_loss: 0.3503 - val_recall: 0.4975 Epoch 368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4943 - val_loss: 0.3502 - val_recall: 0.5147 Epoch 369/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5041 - val_loss: 0.3476 - val_recall: 0.5000 Epoch 370/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.5098 - val_loss: 0.3471 - val_recall: 0.5074 Epoch 371/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4779 - val_loss: 0.3496 - val_recall: 0.5172 Epoch 372/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.5008 - val_loss: 0.3466 - val_recall: 0.4828 Epoch 373/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5033 - val_loss: 0.3486 - val_recall: 0.5049 Epoch 374/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4951 - val_loss: 0.3507 - val_recall: 0.4951 Epoch 375/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4787 - val_loss: 0.3470 - val_recall: 0.4951 Epoch 376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4771 - val_loss: 0.3440 - val_recall: 0.4951 Epoch 377/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3386 - recall: 0.4869 - val_loss: 0.3474 - val_recall: 0.5098 Epoch 378/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4984 - val_loss: 0.3456 - val_recall: 0.4951 Epoch 379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4894 - val_loss: 0.3499 - val_recall: 0.5245 Epoch 380/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5123 - val_loss: 0.3464 - val_recall: 0.4975 Epoch 381/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5000 - val_loss: 0.3472 - val_recall: 0.5074 Epoch 382/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4926 - val_loss: 0.3481 - val_recall: 0.5098 Epoch 383/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5057 - val_loss: 0.3492 - val_recall: 0.5074 Epoch 384/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4828 - val_loss: 0.3492 - val_recall: 0.5049 Epoch 385/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4763 - val_loss: 0.3488 - val_recall: 0.5221 Epoch 386/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4902 - val_loss: 0.3485 - val_recall: 0.4877 Epoch 387/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4910 - val_loss: 0.3496 - val_recall: 0.5000 Epoch 388/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4967 - val_loss: 0.3504 - val_recall: 0.5098 Epoch 389/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4959 - val_loss: 0.3465 - val_recall: 0.4926 Epoch 390/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4714 - val_loss: 0.3496 - val_recall: 0.5172 Epoch 391/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4861 - val_loss: 0.3508 - val_recall: 0.5172 Epoch 392/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5008 - val_loss: 0.3495 - val_recall: 0.5172 Epoch 393/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3395 - recall: 0.4812 - val_loss: 0.3551 - val_recall: 0.5319 Epoch 394/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4992 - val_loss: 0.3512 - val_recall: 0.4975 Epoch 395/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3384 - recall: 0.4755 - val_loss: 0.3510 - val_recall: 0.4975 Epoch 396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4869 - val_loss: 0.3522 - val_recall: 0.4951 Epoch 397/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4943 - val_loss: 0.3532 - val_recall: 0.4975 Epoch 398/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.4861 - val_loss: 0.3479 - val_recall: 0.4828 Epoch 399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4861 - val_loss: 0.3501 - val_recall: 0.5123 Epoch 400/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3399 - recall: 0.4705 - val_loss: 0.3482 - val_recall: 0.4902 Epoch 401/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.5016 - val_loss: 0.3487 - val_recall: 0.5049 Epoch 402/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4943 - val_loss: 0.3495 - val_recall: 0.5098 Epoch 403/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4845 - val_loss: 0.3510 - val_recall: 0.4926 Epoch 404/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4836 - val_loss: 0.3504 - val_recall: 0.4926 Epoch 405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5025 - val_loss: 0.3503 - val_recall: 0.5049 Epoch 406/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5025 - val_loss: 0.3505 - val_recall: 0.5098 Epoch 407/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4984 - val_loss: 0.3523 - val_recall: 0.5074 Epoch 408/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3480 - val_recall: 0.4951 Epoch 409/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.5000 - val_loss: 0.3525 - val_recall: 0.5025 Epoch 410/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4975 - val_loss: 0.3548 - val_recall: 0.5147 Epoch 411/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4959 - val_loss: 0.3520 - val_recall: 0.5025 Epoch 412/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3288 - recall: 0.5008 - val_loss: 0.3512 - val_recall: 0.5025 Epoch 413/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3508 - val_recall: 0.5000 Epoch 414/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4869 - val_loss: 0.3508 - val_recall: 0.5000 Epoch 415/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4910 - val_loss: 0.3531 - val_recall: 0.5049 Epoch 416/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4894 - val_loss: 0.3561 - val_recall: 0.4975 Epoch 417/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5041 - val_loss: 0.3533 - val_recall: 0.4951 Epoch 418/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4861 - val_loss: 0.3529 - val_recall: 0.5000 Epoch 419/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4975 - val_loss: 0.3510 - val_recall: 0.4926 Epoch 420/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4853 - val_loss: 0.3538 - val_recall: 0.5074 Epoch 421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5049 - val_loss: 0.3521 - val_recall: 0.4926 Epoch 422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.5172 - val_loss: 0.3506 - val_recall: 0.4926 Epoch 423/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5025 - val_loss: 0.3513 - val_recall: 0.4975 Epoch 424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4943 - val_loss: 0.3509 - val_recall: 0.4853 Epoch 425/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4804 - val_loss: 0.3533 - val_recall: 0.5049 Epoch 426/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5131 - val_loss: 0.3496 - val_recall: 0.4951 Epoch 427/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4902 - val_loss: 0.3509 - val_recall: 0.4975 Epoch 428/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4951 - val_loss: 0.3522 - val_recall: 0.4951 Epoch 429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5065 - val_loss: 0.3519 - val_recall: 0.5000 Epoch 430/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4959 - val_loss: 0.3518 - val_recall: 0.5025 Epoch 431/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4992 - val_loss: 0.3496 - val_recall: 0.4951 Epoch 432/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4943 - val_loss: 0.3547 - val_recall: 0.5074 Epoch 433/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4910 - val_loss: 0.3556 - val_recall: 0.5098 Epoch 434/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.5049 - val_loss: 0.3536 - val_recall: 0.4877 Epoch 435/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4984 - val_loss: 0.3516 - val_recall: 0.4877 Epoch 436/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4885 - val_loss: 0.3540 - val_recall: 0.4902 Epoch 437/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4894 - val_loss: 0.3515 - val_recall: 0.5074 Epoch 438/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.5098 - val_loss: 0.3513 - val_recall: 0.5000 Epoch 439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5123 - val_loss: 0.3517 - val_recall: 0.5074 Epoch 440/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.5025 - val_loss: 0.3542 - val_recall: 0.5025 Epoch 441/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5025 - val_loss: 0.3505 - val_recall: 0.4828 Epoch 442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4951 - val_loss: 0.3526 - val_recall: 0.4951 Epoch 443/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4902 - val_loss: 0.3512 - val_recall: 0.5098 Epoch 444/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.5180 - val_loss: 0.3514 - val_recall: 0.4902 Epoch 445/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4943 - val_loss: 0.3518 - val_recall: 0.5098 Epoch 446/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5155 - val_loss: 0.3509 - val_recall: 0.5049 Epoch 447/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4861 - val_loss: 0.3535 - val_recall: 0.5025 Epoch 448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5041 - val_loss: 0.3532 - val_recall: 0.4926 Epoch 449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4967 - val_loss: 0.3514 - val_recall: 0.4828 Epoch 450/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4975 - val_loss: 0.3551 - val_recall: 0.5049 Epoch 451/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4926 - val_loss: 0.3511 - val_recall: 0.4926 Epoch 452/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.5033 - val_loss: 0.3539 - val_recall: 0.5025 Epoch 453/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4894 - val_loss: 0.3497 - val_recall: 0.4877 Epoch 454/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4902 - val_loss: 0.3530 - val_recall: 0.5123 Epoch 455/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.5008 - val_loss: 0.3526 - val_recall: 0.5074 Epoch 456/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4869 - val_loss: 0.3534 - val_recall: 0.5074 Epoch 457/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.5000 - val_loss: 0.3503 - val_recall: 0.5025 Epoch 458/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3370 - recall: 0.4951 - val_loss: 0.3582 - val_recall: 0.4951 Epoch 459/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4967 - val_loss: 0.3522 - val_recall: 0.4804 Epoch 460/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4951 - val_loss: 0.3510 - val_recall: 0.4804 Epoch 461/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4894 - val_loss: 0.3536 - val_recall: 0.4877 Epoch 462/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4959 - val_loss: 0.3528 - val_recall: 0.4975 Epoch 463/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4935 - val_loss: 0.3498 - val_recall: 0.4877 Epoch 464/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.5008 - val_loss: 0.3508 - val_recall: 0.4926 Epoch 465/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3506 - val_recall: 0.4926 Epoch 466/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5123 - val_loss: 0.3541 - val_recall: 0.4975 Epoch 467/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4894 - val_loss: 0.3499 - val_recall: 0.4853 Epoch 468/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5131 - val_loss: 0.3518 - val_recall: 0.5025 Epoch 469/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5049 - val_loss: 0.3496 - val_recall: 0.5025 Epoch 470/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5164 - val_loss: 0.3555 - val_recall: 0.5074 Epoch 471/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5049 - val_loss: 0.3505 - val_recall: 0.4804 Epoch 472/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4967 - val_loss: 0.3510 - val_recall: 0.4755 Epoch 473/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3279 - recall: 0.5016 - val_loss: 0.3519 - val_recall: 0.4853 Epoch 474/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3517 - val_recall: 0.4804 Epoch 475/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4951 - val_loss: 0.3500 - val_recall: 0.4902 Epoch 476/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4804 - val_loss: 0.3538 - val_recall: 0.4975 Epoch 477/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3526 - val_recall: 0.4877 Epoch 478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.5098 - val_loss: 0.3500 - val_recall: 0.4779 Epoch 479/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5016 - val_loss: 0.3532 - val_recall: 0.4828 Epoch 480/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4894 - val_loss: 0.3566 - val_recall: 0.5098 Epoch 481/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3326 - recall: 0.4951 - val_loss: 0.3522 - val_recall: 0.4926 Epoch 482/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5123 - val_loss: 0.3531 - val_recall: 0.4902 Epoch 483/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4877 - val_loss: 0.3553 - val_recall: 0.5025 Epoch 484/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3529 - val_recall: 0.4951 Epoch 485/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4943 - val_loss: 0.3532 - val_recall: 0.5074 Epoch 486/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5049 - val_loss: 0.3528 - val_recall: 0.4853 Epoch 487/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4959 - val_loss: 0.3541 - val_recall: 0.4926 Epoch 488/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4984 - val_loss: 0.3560 - val_recall: 0.5098 Epoch 489/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4877 - val_loss: 0.3530 - val_recall: 0.4804 Epoch 490/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3533 - val_recall: 0.4951 Epoch 491/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3522 - val_recall: 0.4975 Epoch 492/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5025 - val_loss: 0.3523 - val_recall: 0.5025 Epoch 493/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.4845 - val_loss: 0.3525 - val_recall: 0.4853 Epoch 494/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5008 - val_loss: 0.3525 - val_recall: 0.5049 Epoch 495/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4984 - val_loss: 0.3529 - val_recall: 0.5025 Epoch 496/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3573 - val_recall: 0.5000 Epoch 497/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5057 - val_loss: 0.3541 - val_recall: 0.4828 Epoch 498/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4959 - val_loss: 0.3551 - val_recall: 0.5000 Epoch 499/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5041 - val_loss: 0.3568 - val_recall: 0.4951 Epoch 500/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4935 - val_loss: 0.3588 - val_recall: 0.5000 Epoch 501/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5008 - val_loss: 0.3519 - val_recall: 0.4755 Epoch 502/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5049 - val_loss: 0.3548 - val_recall: 0.5025 Epoch 503/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3539 - val_recall: 0.4926 Epoch 504/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4885 - val_loss: 0.3582 - val_recall: 0.4902 Epoch 505/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5033 - val_loss: 0.3551 - val_recall: 0.4926 Epoch 506/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5139 - val_loss: 0.3537 - val_recall: 0.4926 Epoch 507/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5221 - val_loss: 0.3544 - val_recall: 0.5098 Epoch 508/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4820 - val_loss: 0.3571 - val_recall: 0.4926 Epoch 509/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5016 - val_loss: 0.3532 - val_recall: 0.5025 Epoch 510/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.5041 - val_loss: 0.3512 - val_recall: 0.4853 Epoch 511/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.4992 - val_loss: 0.3534 - val_recall: 0.4951 Epoch 512/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5106 - val_loss: 0.3517 - val_recall: 0.4730 Epoch 513/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4853 - val_loss: 0.3570 - val_recall: 0.4975 Epoch 514/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3373 - recall: 0.4861 - val_loss: 0.3552 - val_recall: 0.4706 Epoch 515/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3322 - recall: 0.4959 - val_loss: 0.3534 - val_recall: 0.5000 Epoch 516/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.5041 - val_loss: 0.3554 - val_recall: 0.4853 Epoch 517/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4959 - val_loss: 0.3555 - val_recall: 0.4951 Epoch 518/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5074 - val_loss: 0.3551 - val_recall: 0.4877 Epoch 519/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4984 - val_loss: 0.3548 - val_recall: 0.4902 Epoch 520/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5033 - val_loss: 0.3582 - val_recall: 0.4902 Epoch 521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5041 - val_loss: 0.3567 - val_recall: 0.4877 Epoch 522/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4918 - val_loss: 0.3599 - val_recall: 0.4975 Epoch 523/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3575 - val_recall: 0.4902 Epoch 524/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5221 - val_loss: 0.3517 - val_recall: 0.4828 Epoch 525/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4935 - val_loss: 0.3558 - val_recall: 0.4926 Epoch 526/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4992 - val_loss: 0.3550 - val_recall: 0.4853 Epoch 527/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4992 - val_loss: 0.3546 - val_recall: 0.4902 Epoch 528/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5065 - val_loss: 0.3575 - val_recall: 0.5025 Epoch 529/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5147 - val_loss: 0.3557 - val_recall: 0.5049 Epoch 530/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5033 - val_loss: 0.3600 - val_recall: 0.5123 Epoch 531/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5074 - val_loss: 0.3525 - val_recall: 0.4926 Epoch 532/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5049 - val_loss: 0.3572 - val_recall: 0.4951 Epoch 533/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4967 - val_loss: 0.3557 - val_recall: 0.5147 Epoch 534/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3544 - val_recall: 0.5147 Epoch 535/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5188 - val_loss: 0.3565 - val_recall: 0.4975 Epoch 536/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.5098 Epoch 537/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4984 - val_loss: 0.3547 - val_recall: 0.4975 Epoch 538/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.5041 - val_loss: 0.3557 - val_recall: 0.4926 Epoch 539/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5106 - val_loss: 0.3543 - val_recall: 0.5074 Epoch 540/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.4943 - val_loss: 0.3554 - val_recall: 0.5025 Epoch 541/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.5098 - val_loss: 0.3583 - val_recall: 0.4975 Epoch 542/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5205 - val_loss: 0.3530 - val_recall: 0.4975 Epoch 543/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5008 - val_loss: 0.3548 - val_recall: 0.4853 Epoch 544/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5049 - val_loss: 0.3557 - val_recall: 0.4853 Epoch 545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5000 - val_loss: 0.3564 - val_recall: 0.4926 Epoch 546/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5155 - val_loss: 0.3558 - val_recall: 0.4975 Epoch 547/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5082 - val_loss: 0.3532 - val_recall: 0.4877 Epoch 548/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3303 - recall: 0.4975 - val_loss: 0.3540 - val_recall: 0.4926 Epoch 549/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5033 - val_loss: 0.3569 - val_recall: 0.5074 Epoch 550/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.5000 - val_loss: 0.3537 - val_recall: 0.4902 Epoch 551/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4951 - val_loss: 0.3537 - val_recall: 0.4730 Epoch 552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5049 - val_loss: 0.3562 - val_recall: 0.4730 Epoch 553/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5041 - val_loss: 0.3576 - val_recall: 0.4951 Epoch 554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.4975 - val_loss: 0.3550 - val_recall: 0.4975 Epoch 555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5041 - val_loss: 0.3561 - val_recall: 0.4902 Epoch 556/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5057 - val_loss: 0.3539 - val_recall: 0.4828 Epoch 557/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.5041 - val_loss: 0.3611 - val_recall: 0.5098 Epoch 558/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4910 - val_loss: 0.3558 - val_recall: 0.4951 Epoch 559/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.5025 - val_loss: 0.3552 - val_recall: 0.4902 Epoch 560/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.4959 - val_loss: 0.3559 - val_recall: 0.4926 Epoch 561/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3579 - val_recall: 0.4877 Epoch 562/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5090 - val_loss: 0.3565 - val_recall: 0.5049 Epoch 563/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5016 - val_loss: 0.3558 - val_recall: 0.4926 Epoch 564/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5123 - val_loss: 0.3556 - val_recall: 0.5000 Epoch 565/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5164 - val_loss: 0.3531 - val_recall: 0.5025 Epoch 566/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5074 - val_loss: 0.3568 - val_recall: 0.5025 Epoch 567/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5090 - val_loss: 0.3571 - val_recall: 0.4902 Epoch 568/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5155 - val_loss: 0.3541 - val_recall: 0.5049 Epoch 569/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.5057 - val_loss: 0.3576 - val_recall: 0.5049 Epoch 570/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3299 - recall: 0.5016 - val_loss: 0.3525 - val_recall: 0.4657 Epoch 571/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3276 - recall: 0.5082 - val_loss: 0.3573 - val_recall: 0.5000 Epoch 572/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3260 - recall: 0.5008 - val_loss: 0.3570 - val_recall: 0.5049 Epoch 573/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3304 - recall: 0.5049 - val_loss: 0.3556 - val_recall: 0.4853 Epoch 574/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3593 - val_recall: 0.4951 Epoch 575/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3586 - val_recall: 0.4804 Epoch 576/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.4975 - val_loss: 0.3624 - val_recall: 0.4877 Epoch 577/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3328 - recall: 0.5057 - val_loss: 0.3594 - val_recall: 0.4804 Epoch 578/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4836 - val_loss: 0.3560 - val_recall: 0.4926 Epoch 579/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4812 - val_loss: 0.3564 - val_recall: 0.5025 Epoch 580/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4877 - val_loss: 0.3601 - val_recall: 0.4926 Epoch 581/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5041 - val_loss: 0.3583 - val_recall: 0.5000 Epoch 582/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5180 - val_loss: 0.3603 - val_recall: 0.5025 Epoch 583/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4918 - val_loss: 0.3543 - val_recall: 0.4779 Epoch 584/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4959 - val_loss: 0.3561 - val_recall: 0.4828 Epoch 585/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5033 - val_loss: 0.3575 - val_recall: 0.5000 Epoch 586/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5115 - val_loss: 0.3570 - val_recall: 0.4926 Epoch 587/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5098 - val_loss: 0.3601 - val_recall: 0.4877 Epoch 588/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5008 - val_loss: 0.3605 - val_recall: 0.4926 Epoch 589/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4918 - val_loss: 0.3560 - val_recall: 0.4877 Epoch 590/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5164 - val_loss: 0.3575 - val_recall: 0.4828 Epoch 591/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4992 - val_loss: 0.3595 - val_recall: 0.4828 Epoch 592/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.5000 - val_loss: 0.3549 - val_recall: 0.4926 Epoch 593/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5025 - val_loss: 0.3557 - val_recall: 0.4706 Epoch 594/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5033 - val_loss: 0.3560 - val_recall: 0.4926 Epoch 595/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5131 - val_loss: 0.3603 - val_recall: 0.5000 Epoch 596/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4992 - val_loss: 0.3585 - val_recall: 0.4828 Epoch 597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5082 - val_loss: 0.3579 - val_recall: 0.4804 Epoch 598/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5155 - val_loss: 0.3572 - val_recall: 0.4853 Epoch 599/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5115 - val_loss: 0.3594 - val_recall: 0.4755 Epoch 600/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3563 - val_recall: 0.4853 Epoch 601/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4910 - val_loss: 0.3610 - val_recall: 0.4877 Epoch 602/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4779 - val_loss: 0.3613 - val_recall: 0.4877 Epoch 603/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5041 - val_loss: 0.3586 - val_recall: 0.4902 Epoch 604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5082 - val_loss: 0.3598 - val_recall: 0.5000 Epoch 605/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5008 - val_loss: 0.3586 - val_recall: 0.4951 Epoch 606/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4967 - val_loss: 0.3594 - val_recall: 0.5025 Epoch 607/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5025 - val_loss: 0.3585 - val_recall: 0.4951 Epoch 608/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3590 - val_recall: 0.4902 Epoch 609/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5049 - val_loss: 0.3570 - val_recall: 0.5098 Epoch 610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4951 - val_loss: 0.3568 - val_recall: 0.4804 Epoch 611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4935 - val_loss: 0.3621 - val_recall: 0.4951 Epoch 612/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4951 - val_loss: 0.3606 - val_recall: 0.4853 Epoch 613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5090 - val_loss: 0.3579 - val_recall: 0.4681 Epoch 614/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4869 - val_loss: 0.3574 - val_recall: 0.4951 Epoch 615/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5188 - val_loss: 0.3586 - val_recall: 0.4828 Epoch 616/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5033 - val_loss: 0.3616 - val_recall: 0.4902 Epoch 617/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5057 - val_loss: 0.3611 - val_recall: 0.4902 Epoch 618/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5008 - val_loss: 0.3602 - val_recall: 0.4951 Epoch 619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5090 - val_loss: 0.3591 - val_recall: 0.4804 Epoch 620/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3597 - val_recall: 0.4975 Epoch 621/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4959 - val_loss: 0.3590 - val_recall: 0.4853 Epoch 622/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5074 - val_loss: 0.3615 - val_recall: 0.5074 Epoch 623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5049 - val_loss: 0.3604 - val_recall: 0.4926 Epoch 624/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4984 - val_loss: 0.3628 - val_recall: 0.4828 Epoch 625/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.4967 - val_loss: 0.3604 - val_recall: 0.4853 Epoch 626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5237 - val_loss: 0.3581 - val_recall: 0.5000 Epoch 627/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.5123 - val_loss: 0.3666 - val_recall: 0.5074 Epoch 628/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4918 - val_loss: 0.3644 - val_recall: 0.5025 Epoch 629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5205 - val_loss: 0.3601 - val_recall: 0.4877 Epoch 630/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4992 - val_loss: 0.3651 - val_recall: 0.4951 Epoch 631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5155 - val_loss: 0.3586 - val_recall: 0.5074 Epoch 632/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5147 - val_loss: 0.3623 - val_recall: 0.5025 Epoch 633/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4959 - val_loss: 0.3615 - val_recall: 0.4902 Epoch 634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5106 - val_loss: 0.3612 - val_recall: 0.5147 Epoch 635/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5000 - val_loss: 0.3592 - val_recall: 0.5074 Epoch 636/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5082 - val_loss: 0.3586 - val_recall: 0.4877 Epoch 637/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5049 - val_loss: 0.3576 - val_recall: 0.4926 Epoch 638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5049 - val_loss: 0.3613 - val_recall: 0.4926 Epoch 639/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5090 - val_loss: 0.3550 - val_recall: 0.4779 Epoch 640/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5090 - val_loss: 0.3560 - val_recall: 0.4730 Epoch 641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5000 - val_loss: 0.3580 - val_recall: 0.5025 Epoch 642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.5074 - val_loss: 0.3586 - val_recall: 0.4853 Epoch 643/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5082 - val_loss: 0.3594 - val_recall: 0.5123 Epoch 644/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5196 - val_loss: 0.3580 - val_recall: 0.5049 Epoch 645/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5123 - val_loss: 0.3562 - val_recall: 0.5221 Epoch 646/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.5033 - val_loss: 0.3589 - val_recall: 0.5098 Epoch 647/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5196 - val_loss: 0.3567 - val_recall: 0.5025 Epoch 648/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5074 - val_loss: 0.3600 - val_recall: 0.5049 Epoch 649/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5106 - val_loss: 0.3553 - val_recall: 0.5000 Epoch 650/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5196 - val_loss: 0.3567 - val_recall: 0.5000 Epoch 651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5180 - val_loss: 0.3590 - val_recall: 0.5196 Epoch 652/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4935 - val_loss: 0.3577 - val_recall: 0.4975 Epoch 653/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5123 - val_loss: 0.3566 - val_recall: 0.4926 Epoch 654/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5057 - val_loss: 0.3583 - val_recall: 0.4804 Epoch 655/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5115 - val_loss: 0.3622 - val_recall: 0.5196 Epoch 656/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5131 - val_loss: 0.3589 - val_recall: 0.4804 Epoch 657/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5082 - val_loss: 0.3615 - val_recall: 0.4877 Epoch 658/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3283 - recall: 0.4935 - val_loss: 0.3622 - val_recall: 0.4975 Epoch 659/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4992 - val_loss: 0.3598 - val_recall: 0.4804 Epoch 660/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5147 - val_loss: 0.3577 - val_recall: 0.4877 Epoch 661/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4967 - val_loss: 0.3638 - val_recall: 0.4877 Epoch 662/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5008 - val_loss: 0.3587 - val_recall: 0.5074 Epoch 663/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5082 - val_loss: 0.3597 - val_recall: 0.4926 Epoch 664/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5205 - val_loss: 0.3570 - val_recall: 0.4902 Epoch 665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5008 - val_loss: 0.3604 - val_recall: 0.4853 Epoch 666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.5041 - val_loss: 0.3624 - val_recall: 0.4951 Epoch 667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5041 - val_loss: 0.3639 - val_recall: 0.4902 Epoch 668/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5049 - val_loss: 0.3586 - val_recall: 0.4779 Epoch 669/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5090 - val_loss: 0.3591 - val_recall: 0.4853 Epoch 670/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4935 - val_loss: 0.3623 - val_recall: 0.4926 Epoch 671/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5016 - val_loss: 0.3660 - val_recall: 0.5000 Epoch 672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5139 - val_loss: 0.3654 - val_recall: 0.5000 Epoch 673/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5049 - val_loss: 0.3612 - val_recall: 0.4828 Epoch 674/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5016 - val_loss: 0.3633 - val_recall: 0.4926 Epoch 675/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5139 - val_loss: 0.3585 - val_recall: 0.4853 Epoch 676/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.5139 - val_loss: 0.3579 - val_recall: 0.4853 Epoch 677/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5139 - val_loss: 0.3613 - val_recall: 0.4706 Epoch 678/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5025 - val_loss: 0.3639 - val_recall: 0.4853 Epoch 679/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5098 - val_loss: 0.3588 - val_recall: 0.4926 Epoch 680/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5098 - val_loss: 0.3632 - val_recall: 0.4902 Epoch 681/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5065 - val_loss: 0.3596 - val_recall: 0.4877 Epoch 682/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5155 - val_loss: 0.3630 - val_recall: 0.4853 Epoch 683/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4967 - val_loss: 0.3638 - val_recall: 0.5000 Epoch 684/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.4959 - val_loss: 0.3622 - val_recall: 0.4951 Epoch 685/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5074 - val_loss: 0.3642 - val_recall: 0.4951 Epoch 686/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5123 - val_loss: 0.3619 - val_recall: 0.4755 Epoch 687/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5025 - val_loss: 0.3663 - val_recall: 0.4730 Epoch 688/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5213 - val_loss: 0.3617 - val_recall: 0.4853 Epoch 689/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3661 - val_recall: 0.4730 Epoch 690/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5065 - val_loss: 0.3646 - val_recall: 0.4902 Epoch 691/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4967 - val_loss: 0.3643 - val_recall: 0.4804 Epoch 692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.5016 - val_loss: 0.3708 - val_recall: 0.4926 Epoch 693/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5172 - val_loss: 0.3658 - val_recall: 0.5000 Epoch 694/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3251 - recall: 0.5172 - val_loss: 0.3650 - val_recall: 0.5074 Epoch 695/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4975 - val_loss: 0.3614 - val_recall: 0.4779 Epoch 696/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4975 - val_loss: 0.3667 - val_recall: 0.4853 Epoch 697/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5049 - val_loss: 0.3640 - val_recall: 0.4853 Epoch 698/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5123 - val_loss: 0.3629 - val_recall: 0.4804 Epoch 699/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4918 - val_loss: 0.3689 - val_recall: 0.5049 Epoch 700/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3364 - recall: 0.4975 - val_loss: 0.3618 - val_recall: 0.4828 Epoch 701/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5008 - val_loss: 0.3651 - val_recall: 0.4755 Epoch 702/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5082 - val_loss: 0.3623 - val_recall: 0.4657 Epoch 703/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.4779 Epoch 704/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3240 - recall: 0.5090 - val_loss: 0.3615 - val_recall: 0.4706 Epoch 705/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5065 - val_loss: 0.3603 - val_recall: 0.4755 Epoch 706/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4967 - val_loss: 0.3646 - val_recall: 0.4779 Epoch 707/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5172 - val_loss: 0.3621 - val_recall: 0.4755 Epoch 708/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.4967 - val_loss: 0.3620 - val_recall: 0.4730 Epoch 709/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5033 - val_loss: 0.3574 - val_recall: 0.4730 Epoch 710/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5229 - val_loss: 0.3602 - val_recall: 0.4902 Epoch 711/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5065 - val_loss: 0.3636 - val_recall: 0.5025 Epoch 712/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.5106 - val_loss: 0.3601 - val_recall: 0.4951 Epoch 713/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5106 - val_loss: 0.3658 - val_recall: 0.4926 Epoch 714/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4935 - val_loss: 0.3649 - val_recall: 0.4755 Epoch 715/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5147 - val_loss: 0.3607 - val_recall: 0.4902 Epoch 716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5065 - val_loss: 0.3638 - val_recall: 0.4951 Epoch 717/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4984 - val_loss: 0.3684 - val_recall: 0.4804 Epoch 718/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.4951 - val_loss: 0.3661 - val_recall: 0.5000 Epoch 719/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.5172 - val_loss: 0.3607 - val_recall: 0.4730 Epoch 720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5098 - val_loss: 0.3671 - val_recall: 0.4779 Epoch 721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5188 - val_loss: 0.3674 - val_recall: 0.5000 Epoch 722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5033 - val_loss: 0.3611 - val_recall: 0.4877 Epoch 723/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4992 - val_loss: 0.3667 - val_recall: 0.4853 Epoch 724/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.5147 - val_loss: 0.3627 - val_recall: 0.4755 Epoch 725/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.5090 - val_loss: 0.3661 - val_recall: 0.5025 Epoch 726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5057 - val_loss: 0.3669 - val_recall: 0.4681 Epoch 727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5098 - val_loss: 0.3672 - val_recall: 0.4877 Epoch 728/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3646 - val_recall: 0.4975 Epoch 729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5098 - val_loss: 0.3616 - val_recall: 0.4926 Epoch 730/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5082 - val_loss: 0.3665 - val_recall: 0.4902 Epoch 731/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5106 - val_loss: 0.3595 - val_recall: 0.4926 Epoch 732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5123 - val_loss: 0.3626 - val_recall: 0.5049 Epoch 733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5123 - val_loss: 0.3614 - val_recall: 0.4828 Epoch 734/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5172 - val_loss: 0.3630 - val_recall: 0.5000 Epoch 735/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5082 - val_loss: 0.3598 - val_recall: 0.4902 Epoch 736/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5057 - val_loss: 0.3631 - val_recall: 0.4975 Epoch 737/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5303 - val_loss: 0.3593 - val_recall: 0.4951 Epoch 738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5164 - val_loss: 0.3617 - val_recall: 0.5049 Epoch 739/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5074 - val_loss: 0.3629 - val_recall: 0.5000 Epoch 740/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5098 - val_loss: 0.3619 - val_recall: 0.4877 Epoch 741/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3273 - recall: 0.5106 - val_loss: 0.3621 - val_recall: 0.5147 Epoch 742/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5147 - val_loss: 0.3597 - val_recall: 0.4804 Epoch 743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4935 - val_loss: 0.3707 - val_recall: 0.4951 Epoch 744/2000 30/30 [==============================] - 0s 3ms/step - loss: 0.3253 - recall: 0.5098 - val_loss: 0.3606 - val_recall: 0.4779 Epoch 745/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5098 - val_loss: 0.3696 - val_recall: 0.5049 Epoch 746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5188 - val_loss: 0.3623 - val_recall: 0.4853 Epoch 747/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5008 - val_loss: 0.3680 - val_recall: 0.5025 Epoch 748/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5049 Epoch 749/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5221 - val_loss: 0.3623 - val_recall: 0.4951 Epoch 750/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.5008 - val_loss: 0.3663 - val_recall: 0.4877 Epoch 751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5237 - val_loss: 0.3635 - val_recall: 0.4975 Epoch 752/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4975 - val_loss: 0.3637 - val_recall: 0.4828 Epoch 753/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3639 - val_recall: 0.4902 Epoch 754/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5123 - val_loss: 0.3616 - val_recall: 0.4877 Epoch 755/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5278 - val_loss: 0.3625 - val_recall: 0.4804 Epoch 756/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5074 - val_loss: 0.3622 - val_recall: 0.4926 Epoch 757/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5074 - val_loss: 0.3643 - val_recall: 0.5049 Epoch 758/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5155 - val_loss: 0.3587 - val_recall: 0.4975 Epoch 759/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5303 - val_loss: 0.3599 - val_recall: 0.5025 Epoch 760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5139 - val_loss: 0.3621 - val_recall: 0.5147 Epoch 761/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5172 - val_loss: 0.3647 - val_recall: 0.4975 Epoch 762/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3212 - recall: 0.5139 - val_loss: 0.3654 - val_recall: 0.5025 Epoch 763/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3622 - val_recall: 0.4926 Epoch 764/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5164 - val_loss: 0.3641 - val_recall: 0.5098 Epoch 765/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5237 - val_loss: 0.3639 - val_recall: 0.4975 Epoch 766/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5115 - val_loss: 0.3615 - val_recall: 0.4951 Epoch 767/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5057 - val_loss: 0.3667 - val_recall: 0.4926 Epoch 768/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5033 - val_loss: 0.3626 - val_recall: 0.4828 Epoch 769/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.5123 - val_loss: 0.3691 - val_recall: 0.4926 Epoch 770/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5041 - val_loss: 0.3656 - val_recall: 0.4951 Epoch 771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5115 - val_loss: 0.3655 - val_recall: 0.5049 Epoch 772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5180 - val_loss: 0.3659 - val_recall: 0.5049 Epoch 773/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5213 - val_loss: 0.3648 - val_recall: 0.4926 Epoch 774/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5098 - val_loss: 0.3620 - val_recall: 0.5025 Epoch 775/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5155 - val_loss: 0.3629 - val_recall: 0.4926 Epoch 776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4951 - val_loss: 0.3666 - val_recall: 0.4902 Epoch 777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5131 - val_loss: 0.3654 - val_recall: 0.4877 Epoch 778/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5196 - val_loss: 0.3669 - val_recall: 0.5172 Epoch 779/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5025 - val_loss: 0.3651 - val_recall: 0.5025 Epoch 780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5016 - val_loss: 0.3684 - val_recall: 0.4951 Epoch 781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.4959 - val_loss: 0.3604 - val_recall: 0.5049 Epoch 782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5205 - val_loss: 0.3661 - val_recall: 0.4926 Epoch 783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5278 - val_loss: 0.3650 - val_recall: 0.5049 Epoch 784/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3668 - val_recall: 0.5049 Epoch 785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5131 - val_loss: 0.3644 - val_recall: 0.4975 Epoch 786/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5254 - val_loss: 0.3624 - val_recall: 0.4951 Epoch 787/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5180 - val_loss: 0.3660 - val_recall: 0.5123 Epoch 788/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5237 - val_loss: 0.3592 - val_recall: 0.4951 Epoch 789/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3633 - val_recall: 0.4951 Epoch 790/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5139 - val_loss: 0.3670 - val_recall: 0.4975 Epoch 791/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3684 - val_recall: 0.4902 Epoch 792/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5082 - val_loss: 0.3627 - val_recall: 0.4877 Epoch 793/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5196 - val_loss: 0.3608 - val_recall: 0.4853 Epoch 794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5033 - val_loss: 0.3585 - val_recall: 0.4828 Epoch 795/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5016 - val_loss: 0.3598 - val_recall: 0.4951 Epoch 796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5172 - val_loss: 0.3640 - val_recall: 0.5000 Epoch 797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3627 - val_recall: 0.4951 Epoch 798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5131 - val_loss: 0.3635 - val_recall: 0.4926 Epoch 799/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5041 - val_loss: 0.3678 - val_recall: 0.4951 Epoch 800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5025 - val_loss: 0.3653 - val_recall: 0.4902 Epoch 801/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5237 - val_loss: 0.3712 - val_recall: 0.5074 Epoch 802/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5172 - val_loss: 0.3662 - val_recall: 0.4877 Epoch 803/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.4992 - val_loss: 0.3646 - val_recall: 0.5000 Epoch 804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5180 - val_loss: 0.3623 - val_recall: 0.4877 Epoch 805/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.5049 Epoch 806/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5131 - val_loss: 0.3616 - val_recall: 0.5049 Epoch 807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5180 - val_loss: 0.3602 - val_recall: 0.5025 Epoch 808/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5270 - val_loss: 0.3627 - val_recall: 0.5025 Epoch 809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5245 - val_loss: 0.3625 - val_recall: 0.4951 Epoch 810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.5049 Epoch 811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5196 - val_loss: 0.3671 - val_recall: 0.4853 Epoch 812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5155 - val_loss: 0.3593 - val_recall: 0.4902 Epoch 813/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5082 - val_loss: 0.3639 - val_recall: 0.5098 Epoch 814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5082 - val_loss: 0.3630 - val_recall: 0.4902 Epoch 815/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5147 - val_loss: 0.3618 - val_recall: 0.5098 Epoch 816/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5295 - val_loss: 0.3620 - val_recall: 0.4951 Epoch 817/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5196 - val_loss: 0.3643 - val_recall: 0.4975 Epoch 818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5090 - val_loss: 0.3656 - val_recall: 0.5025 Epoch 819/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5123 - val_loss: 0.3619 - val_recall: 0.5000 Epoch 820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.5139 - val_loss: 0.3639 - val_recall: 0.4951 Epoch 821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5082 - val_loss: 0.3613 - val_recall: 0.4902 Epoch 822/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5082 - val_loss: 0.3608 - val_recall: 0.5221 Epoch 823/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5336 - val_loss: 0.3616 - val_recall: 0.5098 Epoch 824/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5115 - val_loss: 0.3626 - val_recall: 0.5000 Epoch 825/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5033 - val_loss: 0.3587 - val_recall: 0.5074 Epoch 826/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5196 - val_loss: 0.3626 - val_recall: 0.5172 Epoch 827/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.5065 - val_loss: 0.3645 - val_recall: 0.5172 Epoch 828/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5213 - val_loss: 0.3598 - val_recall: 0.5049 Epoch 829/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5213 - val_loss: 0.3582 - val_recall: 0.5074 Epoch 830/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5172 - val_loss: 0.3642 - val_recall: 0.5147 Epoch 831/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5221 - val_loss: 0.3599 - val_recall: 0.5000 Epoch 832/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3621 - val_recall: 0.4902 Epoch 833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5147 - val_loss: 0.3621 - val_recall: 0.4975 Epoch 834/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5115 - val_loss: 0.3603 - val_recall: 0.4926 Epoch 835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5172 - val_loss: 0.3593 - val_recall: 0.5025 Epoch 836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5106 - val_loss: 0.3661 - val_recall: 0.5196 Epoch 837/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5098 - val_loss: 0.3640 - val_recall: 0.5196 Epoch 838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 839/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5466 - val_loss: 0.3647 - val_recall: 0.5123 Epoch 840/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5139 - val_loss: 0.3636 - val_recall: 0.5025 Epoch 841/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5196 - val_loss: 0.3691 - val_recall: 0.4975 Epoch 842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5205 - val_loss: 0.3648 - val_recall: 0.5049 Epoch 843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5254 - val_loss: 0.3621 - val_recall: 0.5196 Epoch 844/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5311 - val_loss: 0.3681 - val_recall: 0.5123 Epoch 845/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4967 - val_loss: 0.3678 - val_recall: 0.4877 Epoch 846/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.5074 - val_loss: 0.3666 - val_recall: 0.5000 Epoch 847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5090 - val_loss: 0.3642 - val_recall: 0.4853 Epoch 848/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3234 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.4951 Epoch 849/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.5278 - val_loss: 0.3667 - val_recall: 0.4853 Epoch 850/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5205 - val_loss: 0.3614 - val_recall: 0.4902 Epoch 851/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3264 - recall: 0.5131 - val_loss: 0.3659 - val_recall: 0.4975 Epoch 852/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5147 - val_loss: 0.3594 - val_recall: 0.5049 Epoch 853/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5180 - val_loss: 0.3606 - val_recall: 0.5123 Epoch 854/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3247 - recall: 0.5245 - val_loss: 0.3633 - val_recall: 0.5147 Epoch 855/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5254 - val_loss: 0.3671 - val_recall: 0.5319 Epoch 856/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5270 - val_loss: 0.3678 - val_recall: 0.5221 Epoch 857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5082 - val_loss: 0.3627 - val_recall: 0.4853 Epoch 858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5213 - val_loss: 0.3679 - val_recall: 0.5000 Epoch 859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5311 - val_loss: 0.3668 - val_recall: 0.5074 Epoch 860/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4869 - val_loss: 0.3662 - val_recall: 0.5049 Epoch 861/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5319 - val_loss: 0.3626 - val_recall: 0.4853 Epoch 862/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5090 - val_loss: 0.3704 - val_recall: 0.5147 Epoch 863/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5295 - val_loss: 0.3612 - val_recall: 0.4853 Epoch 864/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5245 - val_loss: 0.3620 - val_recall: 0.4804 Epoch 865/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5131 - val_loss: 0.3700 - val_recall: 0.5025 Epoch 866/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5016 - val_loss: 0.3628 - val_recall: 0.4779 Epoch 867/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5139 - val_loss: 0.3593 - val_recall: 0.4853 Epoch 868/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5057 - val_loss: 0.3602 - val_recall: 0.5147 Epoch 869/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5082 - val_loss: 0.3620 - val_recall: 0.5172 Epoch 870/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5270 - val_loss: 0.3638 - val_recall: 0.4951 Epoch 871/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5139 - val_loss: 0.3668 - val_recall: 0.4926 Epoch 872/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5188 - val_loss: 0.3679 - val_recall: 0.5123 Epoch 873/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5417 - val_loss: 0.3638 - val_recall: 0.4975 Epoch 874/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5205 - val_loss: 0.3635 - val_recall: 0.5000 Epoch 875/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5090 - val_loss: 0.3654 - val_recall: 0.5098 Epoch 876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3680 - val_recall: 0.5196 Epoch 877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5262 - val_loss: 0.3638 - val_recall: 0.5000 Epoch 878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.4828 Epoch 879/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5139 - val_loss: 0.3645 - val_recall: 0.5000 Epoch 880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5000 - val_loss: 0.3620 - val_recall: 0.4951 Epoch 881/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5221 - val_loss: 0.3620 - val_recall: 0.4975 Epoch 882/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5360 - val_loss: 0.3638 - val_recall: 0.5049 Epoch 883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5172 - val_loss: 0.3688 - val_recall: 0.5172 Epoch 884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5147 Epoch 885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3614 - val_recall: 0.5098 Epoch 886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5164 - val_loss: 0.3599 - val_recall: 0.4975 Epoch 887/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5155 - val_loss: 0.3641 - val_recall: 0.4975 Epoch 888/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5172 - val_loss: 0.3632 - val_recall: 0.4902 Epoch 889/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5164 - val_loss: 0.3635 - val_recall: 0.5074 Epoch 890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5303 - val_loss: 0.3670 - val_recall: 0.5172 Epoch 891/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5270 - val_loss: 0.3634 - val_recall: 0.5123 Epoch 892/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5147 - val_loss: 0.3650 - val_recall: 0.5245 Epoch 893/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5147 Epoch 894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5344 - val_loss: 0.3621 - val_recall: 0.5074 Epoch 895/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3656 - val_recall: 0.4877 Epoch 896/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3304 - recall: 0.5033 - val_loss: 0.3702 - val_recall: 0.4951 Epoch 897/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5368 - val_loss: 0.3665 - val_recall: 0.5074 Epoch 898/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5033 - val_loss: 0.3666 - val_recall: 0.5270 Epoch 899/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5327 - val_loss: 0.3585 - val_recall: 0.5221 Epoch 900/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5270 - val_loss: 0.3609 - val_recall: 0.5098 Epoch 901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3586 - val_recall: 0.5049 Epoch 902/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5205 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5115 - val_loss: 0.3636 - val_recall: 0.4853 Epoch 904/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.4951 - val_loss: 0.3640 - val_recall: 0.4926 Epoch 905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5065 - val_loss: 0.3650 - val_recall: 0.4975 Epoch 906/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5172 - val_loss: 0.3634 - val_recall: 0.5123 Epoch 907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5221 - val_loss: 0.3662 - val_recall: 0.5196 Epoch 908/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5164 - val_loss: 0.3617 - val_recall: 0.5049 Epoch 909/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5180 - val_loss: 0.3648 - val_recall: 0.5245 Epoch 910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5213 - val_loss: 0.3647 - val_recall: 0.5221 Epoch 911/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5213 - val_loss: 0.3637 - val_recall: 0.5147 Epoch 912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5180 - val_loss: 0.3647 - val_recall: 0.5245 Epoch 913/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5098 - val_loss: 0.3651 - val_recall: 0.5000 Epoch 914/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5188 - val_loss: 0.3653 - val_recall: 0.5098 Epoch 915/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5336 - val_loss: 0.3624 - val_recall: 0.5000 Epoch 916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5131 - val_loss: 0.3653 - val_recall: 0.5123 Epoch 917/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5311 - val_loss: 0.3616 - val_recall: 0.5147 Epoch 918/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5311 - val_loss: 0.3630 - val_recall: 0.5172 Epoch 919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5368 - val_loss: 0.3664 - val_recall: 0.5147 Epoch 920/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3259 - recall: 0.5164 - val_loss: 0.3675 - val_recall: 0.5074 Epoch 921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.5196 Epoch 922/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5262 - val_loss: 0.3636 - val_recall: 0.5123 Epoch 923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5434 - val_loss: 0.3676 - val_recall: 0.5196 Epoch 924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5352 - val_loss: 0.3660 - val_recall: 0.4975 Epoch 925/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5139 - val_loss: 0.3683 - val_recall: 0.5147 Epoch 926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5147 - val_loss: 0.3659 - val_recall: 0.5049 Epoch 927/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5115 - val_loss: 0.3645 - val_recall: 0.5294 Epoch 928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5262 - val_loss: 0.3601 - val_recall: 0.5025 Epoch 929/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5155 - val_loss: 0.3656 - val_recall: 0.4951 Epoch 930/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5336 - val_loss: 0.3660 - val_recall: 0.4926 Epoch 931/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5180 - val_loss: 0.3698 - val_recall: 0.5172 Epoch 932/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.4951 Epoch 933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5352 - val_loss: 0.3635 - val_recall: 0.4975 Epoch 934/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5106 - val_loss: 0.3652 - val_recall: 0.5049 Epoch 935/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5303 - val_loss: 0.3678 - val_recall: 0.5098 Epoch 936/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5065 - val_loss: 0.3656 - val_recall: 0.5221 Epoch 937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5237 - val_loss: 0.3663 - val_recall: 0.5196 Epoch 938/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5229 - val_loss: 0.3610 - val_recall: 0.5025 Epoch 939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5286 - val_loss: 0.3664 - val_recall: 0.5123 Epoch 940/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3170 - recall: 0.5319 - val_loss: 0.3588 - val_recall: 0.5025 Epoch 941/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5278 - val_loss: 0.3648 - val_recall: 0.5123 Epoch 942/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5295 - val_loss: 0.3645 - val_recall: 0.5221 Epoch 943/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5188 - val_loss: 0.3585 - val_recall: 0.5074 Epoch 944/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3302 - recall: 0.5082 - val_loss: 0.3586 - val_recall: 0.5147 Epoch 945/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5336 - val_loss: 0.3610 - val_recall: 0.5074 Epoch 946/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5344 - val_loss: 0.3621 - val_recall: 0.5074 Epoch 947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5115 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 948/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5319 - val_loss: 0.3640 - val_recall: 0.5025 Epoch 949/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3261 - recall: 0.5139 - val_loss: 0.3638 - val_recall: 0.5270 Epoch 950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5221 - val_loss: 0.3650 - val_recall: 0.5147 Epoch 951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5155 - val_loss: 0.3649 - val_recall: 0.5000 Epoch 952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5180 - val_loss: 0.3633 - val_recall: 0.5000 Epoch 953/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5311 - val_loss: 0.3600 - val_recall: 0.5025 Epoch 954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5376 - val_loss: 0.3576 - val_recall: 0.5000 Epoch 955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5180 - val_loss: 0.3664 - val_recall: 0.5270 Epoch 956/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5303 - val_loss: 0.3624 - val_recall: 0.5221 Epoch 957/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5245 - val_loss: 0.3632 - val_recall: 0.5074 Epoch 958/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5278 - val_loss: 0.3616 - val_recall: 0.5123 Epoch 959/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.5000 Epoch 960/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5196 - val_loss: 0.3632 - val_recall: 0.5025 Epoch 961/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5155 - val_loss: 0.3636 - val_recall: 0.5049 Epoch 962/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5344 - val_loss: 0.3642 - val_recall: 0.4951 Epoch 963/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5147 - val_loss: 0.3672 - val_recall: 0.5172 Epoch 964/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5327 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 965/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5286 - val_loss: 0.3652 - val_recall: 0.5098 Epoch 966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3130 - recall: 0.5368 - val_loss: 0.3617 - val_recall: 0.5147 Epoch 967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5270 - val_loss: 0.3669 - val_recall: 0.5294 Epoch 968/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5376 - val_loss: 0.3604 - val_recall: 0.4902 Epoch 969/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5131 - val_loss: 0.3660 - val_recall: 0.5049 Epoch 970/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5180 - val_loss: 0.3641 - val_recall: 0.4926 Epoch 971/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5196 - val_loss: 0.3610 - val_recall: 0.5000 Epoch 972/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.4992 - val_loss: 0.3645 - val_recall: 0.5049 Epoch 973/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5205 - val_loss: 0.3639 - val_recall: 0.5074 Epoch 974/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3607 - val_recall: 0.4804 Epoch 975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5303 - val_loss: 0.3647 - val_recall: 0.5074 Epoch 976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5082 - val_loss: 0.3694 - val_recall: 0.5319 Epoch 977/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5286 - val_loss: 0.3613 - val_recall: 0.5025 Epoch 978/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5065 - val_loss: 0.3618 - val_recall: 0.5025 Epoch 979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5417 - val_loss: 0.3629 - val_recall: 0.5147 Epoch 980/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5254 - val_loss: 0.3636 - val_recall: 0.5000 Epoch 981/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5082 - val_loss: 0.3615 - val_recall: 0.4975 Epoch 982/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5180 - val_loss: 0.3643 - val_recall: 0.4828 Epoch 983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5213 - val_loss: 0.3629 - val_recall: 0.4975 Epoch 984/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5213 - val_loss: 0.3647 - val_recall: 0.5000 Epoch 985/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5205 - val_loss: 0.3660 - val_recall: 0.5074 Epoch 986/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5213 - val_loss: 0.3634 - val_recall: 0.5049 Epoch 987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5205 - val_loss: 0.3696 - val_recall: 0.5147 Epoch 988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5311 - val_loss: 0.3636 - val_recall: 0.5025 Epoch 989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5303 - val_loss: 0.3652 - val_recall: 0.4975 Epoch 990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5434 - val_loss: 0.3657 - val_recall: 0.5049 Epoch 991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.5221 Epoch 992/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5311 - val_loss: 0.3636 - val_recall: 0.5025 Epoch 993/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5295 - val_loss: 0.3680 - val_recall: 0.5049 Epoch 994/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5213 - val_loss: 0.3662 - val_recall: 0.5147 Epoch 995/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5270 - val_loss: 0.3678 - val_recall: 0.5196 Epoch 996/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5270 - val_loss: 0.3630 - val_recall: 0.5000 Epoch 997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5115 - val_loss: 0.3625 - val_recall: 0.5098 Epoch 998/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.5245 - val_loss: 0.3683 - val_recall: 0.5123 Epoch 999/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5164 - val_loss: 0.3634 - val_recall: 0.5294 Epoch 1000/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5286 - val_loss: 0.3622 - val_recall: 0.5270 Epoch 1001/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5385 - val_loss: 0.3625 - val_recall: 0.5368 Epoch 1002/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5237 - val_loss: 0.3670 - val_recall: 0.5123 Epoch 1003/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5213 - val_loss: 0.3624 - val_recall: 0.5123 Epoch 1004/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5205 - val_loss: 0.3679 - val_recall: 0.5221 Epoch 1005/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5254 - val_loss: 0.3640 - val_recall: 0.5245 Epoch 1006/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5155 - val_loss: 0.3668 - val_recall: 0.5123 Epoch 1007/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5221 - val_loss: 0.3644 - val_recall: 0.5049 Epoch 1008/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5311 - val_loss: 0.3638 - val_recall: 0.5098 Epoch 1009/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5319 - val_loss: 0.3660 - val_recall: 0.5172 Epoch 1010/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5221 - val_loss: 0.3648 - val_recall: 0.5000 Epoch 1011/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.5074 Epoch 1012/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5278 - val_loss: 0.3653 - val_recall: 0.4902 Epoch 1013/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5221 - val_loss: 0.3663 - val_recall: 0.4902 Epoch 1014/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5311 - val_loss: 0.3654 - val_recall: 0.4975 Epoch 1015/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3275 - recall: 0.5303 - val_loss: 0.3679 - val_recall: 0.5098 Epoch 1016/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5082 - val_loss: 0.3704 - val_recall: 0.4926 Epoch 1017/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5123 - val_loss: 0.3655 - val_recall: 0.5221 Epoch 1018/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5311 - val_loss: 0.3695 - val_recall: 0.5123 Epoch 1019/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5025 - val_loss: 0.3658 - val_recall: 0.5172 Epoch 1020/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5180 - val_loss: 0.3664 - val_recall: 0.5196 Epoch 1021/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5106 - val_loss: 0.3645 - val_recall: 0.4926 Epoch 1022/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5278 - val_loss: 0.3666 - val_recall: 0.5123 Epoch 1023/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5245 - val_loss: 0.3674 - val_recall: 0.5025 Epoch 1024/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5180 - val_loss: 0.3659 - val_recall: 0.5074 Epoch 1025/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5221 - val_loss: 0.3683 - val_recall: 0.5074 Epoch 1026/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3287 - recall: 0.5213 - val_loss: 0.3667 - val_recall: 0.5025 Epoch 1027/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5221 - val_loss: 0.3686 - val_recall: 0.5098 Epoch 1028/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5074 - val_loss: 0.3696 - val_recall: 0.4975 Epoch 1029/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5131 - val_loss: 0.3688 - val_recall: 0.5172 Epoch 1030/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5295 - val_loss: 0.3591 - val_recall: 0.5098 Epoch 1031/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5311 - val_loss: 0.3624 - val_recall: 0.5049 Epoch 1032/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3263 - recall: 0.5180 - val_loss: 0.3623 - val_recall: 0.4926 Epoch 1033/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3566 - val_recall: 0.4951 Epoch 1034/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5213 - val_loss: 0.3670 - val_recall: 0.5098 Epoch 1035/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5123 - val_loss: 0.3615 - val_recall: 0.4926 Epoch 1036/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5180 - val_loss: 0.3663 - val_recall: 0.5245 Epoch 1037/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5090 - val_loss: 0.3633 - val_recall: 0.5049 Epoch 1038/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3271 - recall: 0.5262 - val_loss: 0.3675 - val_recall: 0.4975 Epoch 1039/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5344 - val_loss: 0.3635 - val_recall: 0.4926 Epoch 1040/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3283 - recall: 0.5074 - val_loss: 0.3668 - val_recall: 0.5025 Epoch 1041/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3315 - recall: 0.5057 - val_loss: 0.3631 - val_recall: 0.4926 Epoch 1042/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5106 - val_loss: 0.3696 - val_recall: 0.5098 Epoch 1043/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5368 - val_loss: 0.3676 - val_recall: 0.5025 Epoch 1044/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5245 - val_loss: 0.3648 - val_recall: 0.4853 Epoch 1045/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5106 - val_loss: 0.3622 - val_recall: 0.5025 Epoch 1046/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5041 - val_loss: 0.3678 - val_recall: 0.5098 Epoch 1047/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5172 - val_loss: 0.3689 - val_recall: 0.5074 Epoch 1048/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5221 - val_loss: 0.3668 - val_recall: 0.4877 Epoch 1049/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5065 - val_loss: 0.3676 - val_recall: 0.4877 Epoch 1050/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5139 - val_loss: 0.3629 - val_recall: 0.4926 Epoch 1051/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5131 - val_loss: 0.3668 - val_recall: 0.5098 Epoch 1052/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5172 - val_loss: 0.3698 - val_recall: 0.5000 Epoch 1053/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5090 - val_loss: 0.3716 - val_recall: 0.5098 Epoch 1054/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5368 - val_loss: 0.3648 - val_recall: 0.4926 Epoch 1055/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5057 - val_loss: 0.3742 - val_recall: 0.5098 Epoch 1056/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5139 - val_loss: 0.3668 - val_recall: 0.4853 Epoch 1057/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5025 - val_loss: 0.3653 - val_recall: 0.4951 Epoch 1058/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5123 - val_loss: 0.3635 - val_recall: 0.5000 Epoch 1059/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5057 - val_loss: 0.3709 - val_recall: 0.5343 Epoch 1060/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5270 - val_loss: 0.3667 - val_recall: 0.5098 Epoch 1061/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5049 - val_loss: 0.3676 - val_recall: 0.5098 Epoch 1062/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5098 - val_loss: 0.3705 - val_recall: 0.5098 Epoch 1063/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5368 - val_loss: 0.3666 - val_recall: 0.5074 Epoch 1064/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5213 - val_loss: 0.3708 - val_recall: 0.5270 Epoch 1065/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5221 - val_loss: 0.3660 - val_recall: 0.5123 Epoch 1066/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5180 - val_loss: 0.3676 - val_recall: 0.5025 Epoch 1067/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5270 - val_loss: 0.3690 - val_recall: 0.5319 Epoch 1068/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5090 - val_loss: 0.3662 - val_recall: 0.5319 Epoch 1069/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5155 - val_loss: 0.3650 - val_recall: 0.5196 Epoch 1070/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5041 - val_loss: 0.3668 - val_recall: 0.5196 Epoch 1071/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.4984 - val_loss: 0.3659 - val_recall: 0.5074 Epoch 1072/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5254 - val_loss: 0.3656 - val_recall: 0.5221 Epoch 1073/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5147 - val_loss: 0.3643 - val_recall: 0.5294 Epoch 1074/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5245 - val_loss: 0.3624 - val_recall: 0.5147 Epoch 1075/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5131 - val_loss: 0.3671 - val_recall: 0.5049 Epoch 1076/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5106 - val_loss: 0.3607 - val_recall: 0.4926 Epoch 1077/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5196 - val_loss: 0.3644 - val_recall: 0.5098 Epoch 1078/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5221 - val_loss: 0.3658 - val_recall: 0.5049 Epoch 1079/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5147 - val_loss: 0.3630 - val_recall: 0.5049 Epoch 1080/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5286 - val_loss: 0.3694 - val_recall: 0.5172 Epoch 1081/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5221 - val_loss: 0.3675 - val_recall: 0.5049 Epoch 1082/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5385 - val_loss: 0.3625 - val_recall: 0.4975 Epoch 1083/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3665 - val_recall: 0.5270 Epoch 1084/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3213 - recall: 0.5303 - val_loss: 0.3656 - val_recall: 0.5123 Epoch 1085/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5229 - val_loss: 0.3644 - val_recall: 0.5098 Epoch 1086/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5352 - val_loss: 0.3628 - val_recall: 0.5049 Epoch 1087/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5278 - val_loss: 0.3646 - val_recall: 0.5147 Epoch 1088/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5270 - val_loss: 0.3634 - val_recall: 0.5172 Epoch 1089/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5221 - val_loss: 0.3655 - val_recall: 0.5123 Epoch 1090/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5311 - val_loss: 0.3637 - val_recall: 0.5147 Epoch 1091/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5155 - val_loss: 0.3636 - val_recall: 0.4951 Epoch 1092/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5336 - val_loss: 0.3646 - val_recall: 0.5025 Epoch 1093/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5270 - val_loss: 0.3666 - val_recall: 0.5172 Epoch 1094/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5336 - val_loss: 0.3767 - val_recall: 0.5147 Epoch 1095/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5139 - val_loss: 0.3706 - val_recall: 0.5049 Epoch 1096/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3276 - recall: 0.5245 - val_loss: 0.3712 - val_recall: 0.5025 Epoch 1097/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5270 - val_loss: 0.3704 - val_recall: 0.5123 Epoch 1098/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5245 - val_loss: 0.3686 - val_recall: 0.5196 Epoch 1099/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5295 - val_loss: 0.3699 - val_recall: 0.5025 Epoch 1100/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5442 - val_loss: 0.3655 - val_recall: 0.4877 Epoch 1101/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5115 - val_loss: 0.3716 - val_recall: 0.4926 Epoch 1102/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5286 - val_loss: 0.3618 - val_recall: 0.5074 Epoch 1103/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5262 - val_loss: 0.3632 - val_recall: 0.5025 Epoch 1104/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5270 - val_loss: 0.3669 - val_recall: 0.5025 Epoch 1105/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5368 - val_loss: 0.3669 - val_recall: 0.5074 Epoch 1106/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5205 - val_loss: 0.3693 - val_recall: 0.4877 Epoch 1107/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5123 - val_loss: 0.3661 - val_recall: 0.4877 Epoch 1108/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5213 - val_loss: 0.3657 - val_recall: 0.5074 Epoch 1109/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5303 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 1110/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5278 - val_loss: 0.3723 - val_recall: 0.5147 Epoch 1111/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5295 - val_loss: 0.3603 - val_recall: 0.5000 Epoch 1112/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5221 - val_loss: 0.3666 - val_recall: 0.5245 Epoch 1113/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5286 - val_loss: 0.3631 - val_recall: 0.5049 Epoch 1114/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5131 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 1115/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5229 - val_loss: 0.3672 - val_recall: 0.5000 Epoch 1116/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5409 - val_loss: 0.3666 - val_recall: 0.5074 Epoch 1117/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5123 - val_loss: 0.3698 - val_recall: 0.5245 Epoch 1118/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3184 - recall: 0.5524 - val_loss: 0.3626 - val_recall: 0.5123 Epoch 1119/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5417 - val_loss: 0.3647 - val_recall: 0.5270 Epoch 1120/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5426 - val_loss: 0.3596 - val_recall: 0.5025 Epoch 1121/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5245 - val_loss: 0.3600 - val_recall: 0.5000 Epoch 1122/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5025 Epoch 1123/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5229 - val_loss: 0.3667 - val_recall: 0.4804 Epoch 1124/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5115 - val_loss: 0.3670 - val_recall: 0.4853 Epoch 1125/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3197 - recall: 0.5286 - val_loss: 0.3642 - val_recall: 0.5074 Epoch 1126/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3212 - recall: 0.5254 - val_loss: 0.3659 - val_recall: 0.5441 Epoch 1127/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5295 - val_loss: 0.3635 - val_recall: 0.5294 Epoch 1128/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3260 - recall: 0.5254 - val_loss: 0.3685 - val_recall: 0.5368 Epoch 1129/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5196 - val_loss: 0.3647 - val_recall: 0.5123 Epoch 1130/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5499 - val_loss: 0.3649 - val_recall: 0.5245 Epoch 1131/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5245 - val_loss: 0.3634 - val_recall: 0.5147 Epoch 1132/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5417 - val_loss: 0.3646 - val_recall: 0.5098 Epoch 1133/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5270 - val_loss: 0.3682 - val_recall: 0.5147 Epoch 1134/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5401 - val_loss: 0.3629 - val_recall: 0.5098 Epoch 1135/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5196 - val_loss: 0.3672 - val_recall: 0.5270 Epoch 1136/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5417 - val_loss: 0.3660 - val_recall: 0.5123 Epoch 1137/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5336 - val_loss: 0.3649 - val_recall: 0.5147 Epoch 1138/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5262 - val_loss: 0.3667 - val_recall: 0.5074 Epoch 1139/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5311 - val_loss: 0.3617 - val_recall: 0.5196 Epoch 1140/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5245 - val_loss: 0.3620 - val_recall: 0.5000 Epoch 1141/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5082 - val_loss: 0.3644 - val_recall: 0.4951 Epoch 1142/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5237 - val_loss: 0.3656 - val_recall: 0.5270 Epoch 1143/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5139 - val_loss: 0.3665 - val_recall: 0.5221 Epoch 1144/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5245 - val_loss: 0.3641 - val_recall: 0.5294 Epoch 1145/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 1146/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5205 - val_loss: 0.3693 - val_recall: 0.5270 Epoch 1147/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5311 - val_loss: 0.3649 - val_recall: 0.5123 Epoch 1148/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5295 - val_loss: 0.3692 - val_recall: 0.5147 Epoch 1149/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5213 - val_loss: 0.3686 - val_recall: 0.5025 Epoch 1150/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3673 - val_recall: 0.5074 Epoch 1151/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3666 - val_recall: 0.4926 Epoch 1152/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5278 - val_loss: 0.3635 - val_recall: 0.4902 Epoch 1153/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5270 - val_loss: 0.3671 - val_recall: 0.5074 Epoch 1154/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5327 - val_loss: 0.3666 - val_recall: 0.5000 Epoch 1155/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5393 - val_loss: 0.3664 - val_recall: 0.5123 Epoch 1156/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5352 - val_loss: 0.3662 - val_recall: 0.5196 Epoch 1157/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5196 - val_loss: 0.3737 - val_recall: 0.5245 Epoch 1158/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3254 - recall: 0.5237 - val_loss: 0.3668 - val_recall: 0.5123 Epoch 1159/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5254 - val_loss: 0.3643 - val_recall: 0.5074 Epoch 1160/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5278 - val_loss: 0.3671 - val_recall: 0.5123 Epoch 1161/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5376 - val_loss: 0.3667 - val_recall: 0.5098 Epoch 1162/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5303 - val_loss: 0.3682 - val_recall: 0.5098 Epoch 1163/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5360 - val_loss: 0.3667 - val_recall: 0.4779 Epoch 1164/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5229 - val_loss: 0.3688 - val_recall: 0.5147 Epoch 1165/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5327 - val_loss: 0.3665 - val_recall: 0.5270 Epoch 1166/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5352 - val_loss: 0.3665 - val_recall: 0.5343 Epoch 1167/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5417 - val_loss: 0.3665 - val_recall: 0.5147 Epoch 1168/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5393 - val_loss: 0.3653 - val_recall: 0.5147 Epoch 1169/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3183 - recall: 0.5295 - val_loss: 0.3664 - val_recall: 0.5270 Epoch 1170/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5172 - val_loss: 0.3680 - val_recall: 0.5343 Epoch 1171/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5360 - val_loss: 0.3651 - val_recall: 0.5123 Epoch 1172/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5303 - val_loss: 0.3665 - val_recall: 0.5270 Epoch 1173/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5205 - val_loss: 0.3653 - val_recall: 0.5319 Epoch 1174/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5254 - val_loss: 0.3628 - val_recall: 0.5123 Epoch 1175/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5188 - val_loss: 0.3627 - val_recall: 0.5000 Epoch 1176/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5360 - val_loss: 0.3632 - val_recall: 0.4828 Epoch 1177/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5131 - val_loss: 0.3733 - val_recall: 0.5196 Epoch 1178/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5278 - val_loss: 0.3701 - val_recall: 0.4926 Epoch 1179/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5213 - val_loss: 0.3696 - val_recall: 0.5074 Epoch 1180/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5450 - val_loss: 0.3571 - val_recall: 0.4853 Epoch 1181/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5180 - val_loss: 0.3601 - val_recall: 0.4975 Epoch 1182/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5139 - val_loss: 0.3637 - val_recall: 0.5074 Epoch 1183/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3273 - recall: 0.5295 - val_loss: 0.3651 - val_recall: 0.5270 Epoch 1184/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3586 - val_recall: 0.4951 Epoch 1185/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5229 - val_loss: 0.3660 - val_recall: 0.5441 Epoch 1186/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5507 - val_loss: 0.3615 - val_recall: 0.5270 Epoch 1187/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3264 - recall: 0.5188 - val_loss: 0.3672 - val_recall: 0.5343 Epoch 1188/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5278 - val_loss: 0.3615 - val_recall: 0.5123 Epoch 1189/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3182 - recall: 0.5409 - val_loss: 0.3637 - val_recall: 0.5172 Epoch 1190/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3257 - recall: 0.5245 - val_loss: 0.3628 - val_recall: 0.5074 Epoch 1191/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5098 - val_loss: 0.3656 - val_recall: 0.5270 Epoch 1192/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5286 - val_loss: 0.3644 - val_recall: 0.4951 Epoch 1193/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5245 - val_loss: 0.3645 - val_recall: 0.4902 Epoch 1194/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5082 - val_loss: 0.3663 - val_recall: 0.4877 Epoch 1195/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5155 - val_loss: 0.3692 - val_recall: 0.4853 Epoch 1196/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5082 - val_loss: 0.3683 - val_recall: 0.5074 Epoch 1197/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5049 - val_loss: 0.3638 - val_recall: 0.5123 Epoch 1198/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5426 - val_loss: 0.3631 - val_recall: 0.5196 Epoch 1199/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5458 - val_loss: 0.3657 - val_recall: 0.5074 Epoch 1200/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3225 - recall: 0.5205 - val_loss: 0.3686 - val_recall: 0.5098 Epoch 1201/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3254 - recall: 0.5336 - val_loss: 0.3667 - val_recall: 0.5049 Epoch 1202/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5385 - val_loss: 0.3690 - val_recall: 0.5172 Epoch 1203/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3174 - recall: 0.5245 - val_loss: 0.3637 - val_recall: 0.5172 Epoch 1204/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3238 - recall: 0.5295 - val_loss: 0.3702 - val_recall: 0.5319 Epoch 1205/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3193 - recall: 0.5499 - val_loss: 0.3643 - val_recall: 0.5294 Epoch 1206/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3254 - recall: 0.5213 - val_loss: 0.3710 - val_recall: 0.5270 Epoch 1207/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5491 - val_loss: 0.3630 - val_recall: 0.5196 Epoch 1208/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3210 - recall: 0.5368 - val_loss: 0.3589 - val_recall: 0.5025 Epoch 1209/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3251 - recall: 0.5147 - val_loss: 0.3614 - val_recall: 0.5025 Epoch 1210/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5213 - val_loss: 0.3592 - val_recall: 0.5098 Epoch 1211/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5262 - val_loss: 0.3606 - val_recall: 0.5049 Epoch 1212/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5311 - val_loss: 0.3683 - val_recall: 0.5123 Epoch 1213/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5401 - val_loss: 0.3647 - val_recall: 0.4975 Epoch 1214/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5319 - val_loss: 0.3662 - val_recall: 0.5270 Epoch 1215/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5360 - val_loss: 0.3634 - val_recall: 0.5172 Epoch 1216/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3716 - val_recall: 0.5417 Epoch 1217/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5188 - val_loss: 0.3692 - val_recall: 0.5245 Epoch 1218/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5303 - val_loss: 0.3622 - val_recall: 0.5245 Epoch 1219/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5286 - val_loss: 0.3601 - val_recall: 0.5123 Epoch 1220/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5393 - val_loss: 0.3605 - val_recall: 0.5074 Epoch 1221/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5336 - val_loss: 0.3655 - val_recall: 0.5025 Epoch 1222/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5254 - val_loss: 0.3607 - val_recall: 0.5000 Epoch 1223/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3180 - recall: 0.5245 - val_loss: 0.3650 - val_recall: 0.5025 Epoch 1224/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5229 - val_loss: 0.3682 - val_recall: 0.5025 Epoch 1225/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5180 - val_loss: 0.3663 - val_recall: 0.5049 Epoch 1226/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.5049 Epoch 1227/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.5123 Epoch 1228/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5352 - val_loss: 0.3649 - val_recall: 0.5000 Epoch 1229/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5180 - val_loss: 0.3698 - val_recall: 0.5343 Epoch 1230/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5229 - val_loss: 0.3683 - val_recall: 0.5172 Epoch 1231/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5245 - val_loss: 0.3695 - val_recall: 0.5319 Epoch 1232/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5336 - val_loss: 0.3666 - val_recall: 0.5196 Epoch 1233/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3626 - val_recall: 0.5221 Epoch 1234/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5213 - val_loss: 0.3705 - val_recall: 0.5196 Epoch 1235/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5311 - val_loss: 0.3604 - val_recall: 0.5098 Epoch 1236/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3178 - recall: 0.5434 - val_loss: 0.3654 - val_recall: 0.5294 Epoch 1237/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5229 - val_loss: 0.3643 - val_recall: 0.5172 Epoch 1238/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3615 - val_recall: 0.5319 Epoch 1239/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5393 - val_loss: 0.3602 - val_recall: 0.5319 Epoch 1240/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3218 - recall: 0.5344 - val_loss: 0.3576 - val_recall: 0.5147 Epoch 1241/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5090 - val_loss: 0.3605 - val_recall: 0.5221 Epoch 1242/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5360 - val_loss: 0.3606 - val_recall: 0.5074 Epoch 1243/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5205 - val_loss: 0.3646 - val_recall: 0.5294 Epoch 1244/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5155 - val_loss: 0.3609 - val_recall: 0.5196 Epoch 1245/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5278 - val_loss: 0.3589 - val_recall: 0.5294 Epoch 1246/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5270 - val_loss: 0.3609 - val_recall: 0.5270 Epoch 1247/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5434 - val_loss: 0.3645 - val_recall: 0.5147 Epoch 1248/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5164 - val_loss: 0.3612 - val_recall: 0.5172 Epoch 1249/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5237 - val_loss: 0.3624 - val_recall: 0.5147 Epoch 1250/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5311 - val_loss: 0.3598 - val_recall: 0.5172 Epoch 1251/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5164 - val_loss: 0.3642 - val_recall: 0.5123 Epoch 1252/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5393 - val_loss: 0.3654 - val_recall: 0.5172 Epoch 1253/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5205 - val_loss: 0.3648 - val_recall: 0.5245 Epoch 1254/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5188 - val_loss: 0.3620 - val_recall: 0.5196 Epoch 1255/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5221 - val_loss: 0.3637 - val_recall: 0.5221 Epoch 1256/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5303 - val_loss: 0.3590 - val_recall: 0.5147 Epoch 1257/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5172 - val_loss: 0.3635 - val_recall: 0.5025 Epoch 1258/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5221 - val_loss: 0.3556 - val_recall: 0.4951 Epoch 1259/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5229 - val_loss: 0.3597 - val_recall: 0.5098 Epoch 1260/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5327 - val_loss: 0.3632 - val_recall: 0.5098 Epoch 1261/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5213 - val_loss: 0.3632 - val_recall: 0.4877 Epoch 1262/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5270 - val_loss: 0.3649 - val_recall: 0.4951 Epoch 1263/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5213 - val_loss: 0.3669 - val_recall: 0.4951 Epoch 1264/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5098 - val_loss: 0.3665 - val_recall: 0.5000 Epoch 1265/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5286 - val_loss: 0.3630 - val_recall: 0.4975 Epoch 1266/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.4975 - val_loss: 0.3645 - val_recall: 0.5147 Epoch 1267/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5205 - val_loss: 0.3608 - val_recall: 0.5000 Epoch 1268/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5057 - val_loss: 0.3628 - val_recall: 0.5147 Epoch 1269/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5352 - val_loss: 0.3695 - val_recall: 0.5294 Epoch 1270/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3214 - recall: 0.5311 - val_loss: 0.3623 - val_recall: 0.5074 Epoch 1271/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3228 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.5025 Epoch 1272/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5131 - val_loss: 0.3641 - val_recall: 0.5098 Epoch 1273/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3665 - val_recall: 0.5098 Epoch 1274/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5368 - val_loss: 0.3645 - val_recall: 0.5147 Epoch 1275/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5270 - val_loss: 0.3672 - val_recall: 0.5196 Epoch 1276/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5147 - val_loss: 0.3684 - val_recall: 0.5392 Epoch 1277/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5393 - val_loss: 0.3685 - val_recall: 0.5172 Epoch 1278/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5123 - val_loss: 0.3739 - val_recall: 0.5221 Epoch 1279/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5057 - val_loss: 0.3688 - val_recall: 0.5000 Epoch 1280/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5262 - val_loss: 0.3655 - val_recall: 0.5049 Epoch 1281/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3633 - val_recall: 0.5147 Epoch 1282/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3669 - val_recall: 0.5098 Epoch 1283/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5106 - val_loss: 0.3643 - val_recall: 0.5392 Epoch 1284/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5368 - val_loss: 0.3605 - val_recall: 0.5294 Epoch 1285/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5139 - val_loss: 0.3623 - val_recall: 0.5245 Epoch 1286/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5188 - val_loss: 0.3621 - val_recall: 0.5074 Epoch 1287/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5311 - val_loss: 0.3627 - val_recall: 0.5147 Epoch 1288/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5278 - val_loss: 0.3668 - val_recall: 0.5221 Epoch 1289/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5123 - val_loss: 0.3680 - val_recall: 0.5147 Epoch 1290/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5237 - val_loss: 0.3638 - val_recall: 0.5123 Epoch 1291/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5278 - val_loss: 0.3615 - val_recall: 0.5196 Epoch 1292/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5229 - val_loss: 0.3644 - val_recall: 0.5000 Epoch 1293/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5213 - val_loss: 0.3641 - val_recall: 0.5147 Epoch 1294/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3663 - val_recall: 0.5147 Epoch 1295/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5270 - val_loss: 0.3631 - val_recall: 0.5000 Epoch 1296/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5245 - val_loss: 0.3663 - val_recall: 0.5123 Epoch 1297/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5196 - val_loss: 0.3671 - val_recall: 0.5123 Epoch 1298/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5196 - val_loss: 0.3620 - val_recall: 0.5319 Epoch 1299/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5327 - val_loss: 0.3601 - val_recall: 0.5245 Epoch 1300/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5155 - val_loss: 0.3597 - val_recall: 0.5074 Epoch 1301/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5319 - val_loss: 0.3638 - val_recall: 0.5270 Epoch 1302/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5115 - val_loss: 0.3625 - val_recall: 0.5172 Epoch 1303/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5286 - val_loss: 0.3655 - val_recall: 0.5270 Epoch 1304/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5360 - val_loss: 0.3616 - val_recall: 0.5417 Epoch 1305/2000 30/30 [==============================] - 0s 7ms/step - loss: 0.3181 - recall: 0.5475 - val_loss: 0.3603 - val_recall: 0.5270 Epoch 1306/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5368 - val_loss: 0.3636 - val_recall: 0.5319 Epoch 1307/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5344 - val_loss: 0.3619 - val_recall: 0.5196 Epoch 1308/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5213 - val_loss: 0.3595 - val_recall: 0.5172 Epoch 1309/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5180 - val_loss: 0.3640 - val_recall: 0.5294 Epoch 1310/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5213 - val_loss: 0.3649 - val_recall: 0.5049 Epoch 1311/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5319 - val_loss: 0.3627 - val_recall: 0.5294 Epoch 1312/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3228 - recall: 0.5303 - val_loss: 0.3592 - val_recall: 0.5245 Epoch 1313/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3621 - val_recall: 0.5343 Epoch 1314/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3185 - recall: 0.5385 - val_loss: 0.3613 - val_recall: 0.5392 Epoch 1315/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3164 - recall: 0.5360 - val_loss: 0.3626 - val_recall: 0.5564 Epoch 1316/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5303 - val_loss: 0.3646 - val_recall: 0.5490 Epoch 1317/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5295 - val_loss: 0.3646 - val_recall: 0.5368 Epoch 1318/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5254 - val_loss: 0.3669 - val_recall: 0.5319 Epoch 1319/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5311 - val_loss: 0.3613 - val_recall: 0.5270 Epoch 1320/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5286 - val_loss: 0.3637 - val_recall: 0.5343 Epoch 1321/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5155 - val_loss: 0.3656 - val_recall: 0.5147 Epoch 1322/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5213 - val_loss: 0.3715 - val_recall: 0.5466 Epoch 1323/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5352 - val_loss: 0.3653 - val_recall: 0.5368 Epoch 1324/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5368 - val_loss: 0.3675 - val_recall: 0.5466 Epoch 1325/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5344 - val_loss: 0.3654 - val_recall: 0.5319 Epoch 1326/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5229 - val_loss: 0.3680 - val_recall: 0.5294 Epoch 1327/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5426 - val_loss: 0.3712 - val_recall: 0.5221 Epoch 1328/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5155 - val_loss: 0.3611 - val_recall: 0.5294 Epoch 1329/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5303 - val_loss: 0.3631 - val_recall: 0.5294 Epoch 1330/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5270 Epoch 1331/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5295 - val_loss: 0.3619 - val_recall: 0.5221 Epoch 1332/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5319 - val_loss: 0.3708 - val_recall: 0.5417 Epoch 1333/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5409 - val_loss: 0.3675 - val_recall: 0.5294 Epoch 1334/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3216 - recall: 0.5303 - val_loss: 0.3635 - val_recall: 0.5294 Epoch 1335/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5311 - val_loss: 0.3639 - val_recall: 0.5270 Epoch 1336/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5360 - val_loss: 0.3678 - val_recall: 0.5417 Epoch 1337/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5401 - val_loss: 0.3650 - val_recall: 0.5245 Epoch 1338/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5205 - val_loss: 0.3689 - val_recall: 0.5172 Epoch 1339/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5213 - val_loss: 0.3660 - val_recall: 0.5343 Epoch 1340/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5303 - val_loss: 0.3634 - val_recall: 0.5392 Epoch 1341/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3282 - recall: 0.5295 - val_loss: 0.3628 - val_recall: 0.5245 Epoch 1342/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3217 - recall: 0.5270 - val_loss: 0.3668 - val_recall: 0.5343 Epoch 1343/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5360 - val_loss: 0.3671 - val_recall: 0.5074 Epoch 1344/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5245 - val_loss: 0.3701 - val_recall: 0.5270 Epoch 1345/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5303 - val_loss: 0.3692 - val_recall: 0.5098 Epoch 1346/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.5196 Epoch 1347/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5475 - val_loss: 0.3680 - val_recall: 0.5294 Epoch 1348/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5270 - val_loss: 0.3706 - val_recall: 0.5319 Epoch 1349/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5295 - val_loss: 0.3679 - val_recall: 0.5172 Epoch 1350/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5434 - val_loss: 0.3634 - val_recall: 0.5221 Epoch 1351/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5205 - val_loss: 0.3659 - val_recall: 0.5123 Epoch 1352/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5327 - val_loss: 0.3654 - val_recall: 0.5343 Epoch 1353/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3292 - recall: 0.5295 - val_loss: 0.3667 - val_recall: 0.5294 Epoch 1354/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3650 - val_recall: 0.5368 Epoch 1355/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5327 - val_loss: 0.3687 - val_recall: 0.5294 Epoch 1356/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5295 - val_loss: 0.3677 - val_recall: 0.5245 Epoch 1357/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5336 - val_loss: 0.3643 - val_recall: 0.5196 Epoch 1358/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5164 - val_loss: 0.3656 - val_recall: 0.5294 Epoch 1359/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5254 - val_loss: 0.3648 - val_recall: 0.5392 Epoch 1360/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5286 - val_loss: 0.3666 - val_recall: 0.5662 Epoch 1361/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5417 - val_loss: 0.3676 - val_recall: 0.5441 Epoch 1362/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5180 - val_loss: 0.3682 - val_recall: 0.5343 Epoch 1363/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5311 - val_loss: 0.3687 - val_recall: 0.5490 Epoch 1364/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5401 - val_loss: 0.3654 - val_recall: 0.5490 Epoch 1365/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5237 - val_loss: 0.3656 - val_recall: 0.5392 Epoch 1366/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5254 - val_loss: 0.3666 - val_recall: 0.5245 Epoch 1367/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5401 - val_loss: 0.3680 - val_recall: 0.5466 Epoch 1368/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.5221 Epoch 1369/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5385 - val_loss: 0.3683 - val_recall: 0.5319 Epoch 1370/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3202 - recall: 0.5311 - val_loss: 0.3614 - val_recall: 0.5294 Epoch 1371/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5336 - val_loss: 0.3639 - val_recall: 0.5466 Epoch 1372/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3205 - recall: 0.5417 - val_loss: 0.3684 - val_recall: 0.5490 Epoch 1373/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5213 - val_loss: 0.3665 - val_recall: 0.5441 Epoch 1374/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3152 - recall: 0.5475 - val_loss: 0.3687 - val_recall: 0.5539 Epoch 1375/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3197 - recall: 0.5458 - val_loss: 0.3704 - val_recall: 0.5392 Epoch 1376/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5262 - val_loss: 0.3654 - val_recall: 0.5392 Epoch 1377/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5254 - val_loss: 0.3649 - val_recall: 0.5539 Epoch 1378/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5262 - val_loss: 0.3637 - val_recall: 0.5368 Epoch 1379/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5172 - val_loss: 0.3688 - val_recall: 0.5294 Epoch 1380/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5205 - val_loss: 0.3670 - val_recall: 0.5172 Epoch 1381/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5286 - val_loss: 0.3675 - val_recall: 0.5147 Epoch 1382/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5401 - val_loss: 0.3667 - val_recall: 0.5147 Epoch 1383/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5106 - val_loss: 0.3682 - val_recall: 0.5245 Epoch 1384/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5491 - val_loss: 0.3642 - val_recall: 0.5172 Epoch 1385/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3659 - val_recall: 0.5441 Epoch 1386/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3191 - recall: 0.5409 - val_loss: 0.3631 - val_recall: 0.5319 Epoch 1387/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3187 - recall: 0.5229 - val_loss: 0.3662 - val_recall: 0.5368 Epoch 1388/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3155 - recall: 0.5507 - val_loss: 0.3639 - val_recall: 0.5417 Epoch 1389/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5434 - val_loss: 0.3638 - val_recall: 0.5466 Epoch 1390/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3262 - recall: 0.5286 - val_loss: 0.3652 - val_recall: 0.5441 Epoch 1391/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.5229 - val_loss: 0.3647 - val_recall: 0.5319 Epoch 1392/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5221 - val_loss: 0.3611 - val_recall: 0.5221 Epoch 1393/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3215 - recall: 0.5155 - val_loss: 0.3627 - val_recall: 0.5319 Epoch 1394/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5237 - val_loss: 0.3622 - val_recall: 0.5294 Epoch 1395/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5270 - val_loss: 0.3608 - val_recall: 0.5441 Epoch 1396/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5311 - val_loss: 0.3606 - val_recall: 0.5343 Epoch 1397/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5450 - val_loss: 0.3639 - val_recall: 0.5270 Epoch 1398/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5417 - val_loss: 0.3680 - val_recall: 0.5319 Epoch 1399/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5303 - val_loss: 0.3661 - val_recall: 0.5392 Epoch 1400/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5466 - val_loss: 0.3672 - val_recall: 0.5392 Epoch 1401/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5344 - val_loss: 0.3673 - val_recall: 0.5417 Epoch 1402/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5327 - val_loss: 0.3693 - val_recall: 0.5270 Epoch 1403/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5131 - val_loss: 0.3652 - val_recall: 0.5172 Epoch 1404/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5229 - val_loss: 0.3623 - val_recall: 0.5270 Epoch 1405/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5360 - val_loss: 0.3655 - val_recall: 0.5245 Epoch 1406/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5221 - val_loss: 0.3622 - val_recall: 0.5245 Epoch 1407/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5237 - val_loss: 0.3613 - val_recall: 0.5392 Epoch 1408/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5327 - val_loss: 0.3631 - val_recall: 0.5392 Epoch 1409/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3192 - recall: 0.5311 - val_loss: 0.3633 - val_recall: 0.5368 Epoch 1410/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3207 - recall: 0.5434 - val_loss: 0.3616 - val_recall: 0.5294 Epoch 1411/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3277 - recall: 0.5229 - val_loss: 0.3645 - val_recall: 0.5245 Epoch 1412/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3211 - recall: 0.5155 - val_loss: 0.3655 - val_recall: 0.5368 Epoch 1413/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5516 - val_loss: 0.3621 - val_recall: 0.5343 Epoch 1414/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5409 - val_loss: 0.3661 - val_recall: 0.5368 Epoch 1415/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3202 - recall: 0.5303 - val_loss: 0.3648 - val_recall: 0.5319 Epoch 1416/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3211 - recall: 0.5213 - val_loss: 0.3700 - val_recall: 0.5368 Epoch 1417/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5450 - val_loss: 0.3624 - val_recall: 0.5466 Epoch 1418/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5221 - val_loss: 0.3681 - val_recall: 0.5466 Epoch 1419/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5270 - val_loss: 0.3649 - val_recall: 0.5368 Epoch 1420/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5229 - val_loss: 0.3672 - val_recall: 0.5417 Epoch 1421/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5458 - val_loss: 0.3662 - val_recall: 0.5417 Epoch 1422/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5254 - val_loss: 0.3658 - val_recall: 0.5270 Epoch 1423/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.5147 Epoch 1424/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5180 - val_loss: 0.3672 - val_recall: 0.5343 Epoch 1425/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5319 - val_loss: 0.3601 - val_recall: 0.5098 Epoch 1426/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3201 - recall: 0.5237 - val_loss: 0.3707 - val_recall: 0.5417 Epoch 1427/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5352 - val_loss: 0.3676 - val_recall: 0.5319 Epoch 1428/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3268 - recall: 0.5155 - val_loss: 0.3696 - val_recall: 0.5196 Epoch 1429/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5180 - val_loss: 0.3613 - val_recall: 0.5172 Epoch 1430/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5221 - val_loss: 0.3664 - val_recall: 0.5245 Epoch 1431/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3241 - recall: 0.5286 - val_loss: 0.3667 - val_recall: 0.5025 Epoch 1432/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5155 - val_loss: 0.3664 - val_recall: 0.5074 Epoch 1433/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5090 - val_loss: 0.3667 - val_recall: 0.5147 Epoch 1434/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5360 - val_loss: 0.3649 - val_recall: 0.5368 Epoch 1435/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3672 - val_recall: 0.5123 Epoch 1436/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5074 - val_loss: 0.3662 - val_recall: 0.5196 Epoch 1437/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5336 - val_loss: 0.3634 - val_recall: 0.5221 Epoch 1438/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5245 - val_loss: 0.3639 - val_recall: 0.5343 Epoch 1439/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5385 - val_loss: 0.3650 - val_recall: 0.5245 Epoch 1440/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5270 - val_loss: 0.3652 - val_recall: 0.5392 Epoch 1441/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5213 - val_loss: 0.3672 - val_recall: 0.5343 Epoch 1442/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5270 - val_loss: 0.3671 - val_recall: 0.5539 Epoch 1443/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5336 - val_loss: 0.3631 - val_recall: 0.5490 Epoch 1444/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5311 - val_loss: 0.3671 - val_recall: 0.5564 Epoch 1445/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5286 - val_loss: 0.3686 - val_recall: 0.5515 Epoch 1446/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3306 - recall: 0.5188 - val_loss: 0.3652 - val_recall: 0.5343 Epoch 1447/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5385 - val_loss: 0.3584 - val_recall: 0.5270 Epoch 1448/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5262 - val_loss: 0.3580 - val_recall: 0.5368 Epoch 1449/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5229 - val_loss: 0.3625 - val_recall: 0.5515 Epoch 1450/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3220 - recall: 0.5336 - val_loss: 0.3613 - val_recall: 0.5343 Epoch 1451/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3224 - recall: 0.5213 - val_loss: 0.3636 - val_recall: 0.5294 Epoch 1452/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5131 - val_loss: 0.3719 - val_recall: 0.5392 Epoch 1453/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5180 - val_loss: 0.3677 - val_recall: 0.5319 Epoch 1454/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3251 - recall: 0.5123 - val_loss: 0.3652 - val_recall: 0.5319 Epoch 1455/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5270 - val_loss: 0.3660 - val_recall: 0.5319 Epoch 1456/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3177 - recall: 0.5172 - val_loss: 0.3649 - val_recall: 0.5490 Epoch 1457/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3250 - recall: 0.5245 - val_loss: 0.3623 - val_recall: 0.5270 Epoch 1458/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5295 - val_loss: 0.3636 - val_recall: 0.5417 Epoch 1459/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3222 - recall: 0.5368 - val_loss: 0.3672 - val_recall: 0.5392 Epoch 1460/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3207 - recall: 0.5327 - val_loss: 0.3616 - val_recall: 0.5392 Epoch 1461/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3201 - recall: 0.5311 - val_loss: 0.3640 - val_recall: 0.5319 Epoch 1462/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5262 - val_loss: 0.3633 - val_recall: 0.5319 Epoch 1463/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5237 - val_loss: 0.3676 - val_recall: 0.5564 Epoch 1464/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5295 - val_loss: 0.3676 - val_recall: 0.5343 Epoch 1465/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.5188 - val_loss: 0.3649 - val_recall: 0.5368 Epoch 1466/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3234 - recall: 0.5336 - val_loss: 0.3674 - val_recall: 0.5490 Epoch 1467/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5368 - val_loss: 0.3681 - val_recall: 0.5294 Epoch 1468/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3678 - val_recall: 0.5319 Epoch 1469/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3221 - recall: 0.5237 - val_loss: 0.3664 - val_recall: 0.5294 Epoch 1470/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3154 - recall: 0.5229 - val_loss: 0.3696 - val_recall: 0.5466 Epoch 1471/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3253 - recall: 0.5270 - val_loss: 0.3665 - val_recall: 0.5392 Epoch 1472/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3200 - recall: 0.5360 - val_loss: 0.3700 - val_recall: 0.5441 Epoch 1473/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3229 - recall: 0.5237 - val_loss: 0.3691 - val_recall: 0.5417 Epoch 1474/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3237 - recall: 0.5213 - val_loss: 0.3661 - val_recall: 0.5368 Epoch 1475/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3239 - recall: 0.5115 - val_loss: 0.3640 - val_recall: 0.5319 Epoch 1476/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5262 - val_loss: 0.3669 - val_recall: 0.5343 Epoch 1477/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3195 - recall: 0.5205 - val_loss: 0.3664 - val_recall: 0.5417 Epoch 1478/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5294 Epoch 1479/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5205 - val_loss: 0.3673 - val_recall: 0.5490 Epoch 1480/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5368 - val_loss: 0.3616 - val_recall: 0.5270 Epoch 1481/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5164 - val_loss: 0.3660 - val_recall: 0.5245 Epoch 1482/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5401 - val_loss: 0.3626 - val_recall: 0.5245 Epoch 1483/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5352 - val_loss: 0.3657 - val_recall: 0.5319 Epoch 1484/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3229 - recall: 0.5368 - val_loss: 0.3606 - val_recall: 0.5221 Epoch 1485/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5254 - val_loss: 0.3683 - val_recall: 0.5270 Epoch 1486/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5106 - val_loss: 0.3675 - val_recall: 0.5245 Epoch 1487/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5245 - val_loss: 0.3658 - val_recall: 0.5294 Epoch 1488/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5286 - val_loss: 0.3664 - val_recall: 0.5172 Epoch 1489/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5303 - val_loss: 0.3738 - val_recall: 0.5294 Epoch 1490/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5229 - val_loss: 0.3720 - val_recall: 0.5294 Epoch 1491/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5057 - val_loss: 0.3680 - val_recall: 0.5245 Epoch 1492/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5254 - val_loss: 0.3648 - val_recall: 0.5319 Epoch 1493/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3217 - recall: 0.5319 - val_loss: 0.3659 - val_recall: 0.5343 Epoch 1494/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5221 - val_loss: 0.3609 - val_recall: 0.5221 Epoch 1495/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3225 - recall: 0.5237 - val_loss: 0.3634 - val_recall: 0.5270 Epoch 1496/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5196 - val_loss: 0.3657 - val_recall: 0.5196 Epoch 1497/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5172 - val_loss: 0.3644 - val_recall: 0.5123 Epoch 1498/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5106 - val_loss: 0.3657 - val_recall: 0.5147 Epoch 1499/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5196 - val_loss: 0.3719 - val_recall: 0.5368 Epoch 1500/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.5368 Epoch 1501/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3265 - recall: 0.5188 - val_loss: 0.3597 - val_recall: 0.5270 Epoch 1502/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5327 - val_loss: 0.3676 - val_recall: 0.5539 Epoch 1503/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3146 - recall: 0.5507 - val_loss: 0.3644 - val_recall: 0.5392 Epoch 1504/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3170 - recall: 0.5499 - val_loss: 0.3704 - val_recall: 0.5466 Epoch 1505/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5360 - val_loss: 0.3669 - val_recall: 0.5245 Epoch 1506/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3252 - recall: 0.5303 - val_loss: 0.3663 - val_recall: 0.5196 Epoch 1507/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3270 - recall: 0.5090 - val_loss: 0.3670 - val_recall: 0.5221 Epoch 1508/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5286 - val_loss: 0.3673 - val_recall: 0.5147 Epoch 1509/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5450 - val_loss: 0.3663 - val_recall: 0.5319 Epoch 1510/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3184 - recall: 0.5311 - val_loss: 0.3674 - val_recall: 0.5270 Epoch 1511/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5352 - val_loss: 0.3641 - val_recall: 0.5270 Epoch 1512/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3205 - recall: 0.5336 - val_loss: 0.3711 - val_recall: 0.5319 Epoch 1513/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3164 - recall: 0.5319 - val_loss: 0.3687 - val_recall: 0.5196 Epoch 1514/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5311 - val_loss: 0.3689 - val_recall: 0.5270 Epoch 1515/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5131 - val_loss: 0.3675 - val_recall: 0.5270 Epoch 1516/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5344 - val_loss: 0.3684 - val_recall: 0.5368 Epoch 1517/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5311 - val_loss: 0.3701 - val_recall: 0.5172 Epoch 1518/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5426 - val_loss: 0.3702 - val_recall: 0.5123 Epoch 1519/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3213 - recall: 0.5417 - val_loss: 0.3640 - val_recall: 0.5074 Epoch 1520/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3266 - recall: 0.5270 - val_loss: 0.3645 - val_recall: 0.5196 Epoch 1521/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5319 - val_loss: 0.3636 - val_recall: 0.5343 Epoch 1522/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5237 - val_loss: 0.3661 - val_recall: 0.5368 Epoch 1523/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5188 - val_loss: 0.3717 - val_recall: 0.5417 Epoch 1524/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5311 - val_loss: 0.3662 - val_recall: 0.5221 Epoch 1525/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5303 - val_loss: 0.3695 - val_recall: 0.5221 Epoch 1526/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3174 - recall: 0.5295 - val_loss: 0.3619 - val_recall: 0.5343 Epoch 1527/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3196 - recall: 0.5319 - val_loss: 0.3632 - val_recall: 0.5490 Epoch 1528/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5540 - val_loss: 0.3588 - val_recall: 0.5294 Epoch 1529/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5352 - val_loss: 0.3664 - val_recall: 0.5172 Epoch 1530/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5065 - val_loss: 0.3680 - val_recall: 0.5368 Epoch 1531/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3171 - recall: 0.5450 - val_loss: 0.3678 - val_recall: 0.5319 Epoch 1532/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5450 - val_loss: 0.3682 - val_recall: 0.5270 Epoch 1533/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5344 - val_loss: 0.3642 - val_recall: 0.5049 Epoch 1534/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5131 - val_loss: 0.3682 - val_recall: 0.5245 Epoch 1535/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5155 - val_loss: 0.3666 - val_recall: 0.5245 Epoch 1536/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5475 - val_loss: 0.3616 - val_recall: 0.5123 Epoch 1537/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5221 - val_loss: 0.3627 - val_recall: 0.5221 Epoch 1538/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5254 - val_loss: 0.3643 - val_recall: 0.5441 Epoch 1539/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5466 Epoch 1540/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5499 - val_loss: 0.3587 - val_recall: 0.5564 Epoch 1541/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5393 - val_loss: 0.3629 - val_recall: 0.5466 Epoch 1542/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5303 - val_loss: 0.3684 - val_recall: 0.5613 Epoch 1543/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5270 - val_loss: 0.3617 - val_recall: 0.5417 Epoch 1544/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5393 - val_loss: 0.3680 - val_recall: 0.5441 Epoch 1545/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5311 - val_loss: 0.3673 - val_recall: 0.5441 Epoch 1546/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5286 - val_loss: 0.3623 - val_recall: 0.5417 Epoch 1547/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5376 - val_loss: 0.3644 - val_recall: 0.5343 Epoch 1548/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5327 - val_loss: 0.3663 - val_recall: 0.5368 Epoch 1549/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5327 - val_loss: 0.3629 - val_recall: 0.5196 Epoch 1550/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5172 - val_loss: 0.3722 - val_recall: 0.5417 Epoch 1551/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3195 - recall: 0.5466 - val_loss: 0.3668 - val_recall: 0.5196 Epoch 1552/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5311 - val_loss: 0.3743 - val_recall: 0.5319 Epoch 1553/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5385 - val_loss: 0.3681 - val_recall: 0.5343 Epoch 1554/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5401 - val_loss: 0.3695 - val_recall: 0.5368 Epoch 1555/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5098 - val_loss: 0.3727 - val_recall: 0.5417 Epoch 1556/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5164 - val_loss: 0.3660 - val_recall: 0.5319 Epoch 1557/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3200 - recall: 0.5393 - val_loss: 0.3640 - val_recall: 0.5245 Epoch 1558/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5286 - val_loss: 0.3673 - val_recall: 0.5319 Epoch 1559/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3239 - recall: 0.5327 - val_loss: 0.3692 - val_recall: 0.5196 Epoch 1560/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3277 - recall: 0.5278 - val_loss: 0.3667 - val_recall: 0.5098 Epoch 1561/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3271 - recall: 0.5172 - val_loss: 0.3661 - val_recall: 0.5172 Epoch 1562/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5237 - val_loss: 0.3681 - val_recall: 0.5147 Epoch 1563/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5286 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 1564/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3266 - recall: 0.5164 - val_loss: 0.3801 - val_recall: 0.5270 Epoch 1565/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5254 - val_loss: 0.3687 - val_recall: 0.5147 Epoch 1566/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5352 - val_loss: 0.3696 - val_recall: 0.5343 Epoch 1567/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5336 - val_loss: 0.3771 - val_recall: 0.5221 Epoch 1568/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5475 - val_loss: 0.3707 - val_recall: 0.5196 Epoch 1569/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5221 - val_loss: 0.3714 - val_recall: 0.5196 Epoch 1570/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3716 - val_recall: 0.5196 Epoch 1571/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5401 - val_loss: 0.3633 - val_recall: 0.5098 Epoch 1572/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5221 Epoch 1573/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5262 - val_loss: 0.3653 - val_recall: 0.5074 Epoch 1574/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3163 - recall: 0.5426 - val_loss: 0.3659 - val_recall: 0.5196 Epoch 1575/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5336 - val_loss: 0.3606 - val_recall: 0.5049 Epoch 1576/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5286 - val_loss: 0.3680 - val_recall: 0.5196 Epoch 1577/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5188 - val_loss: 0.3641 - val_recall: 0.5245 Epoch 1578/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5270 - val_loss: 0.3647 - val_recall: 0.5343 Epoch 1579/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5409 - val_loss: 0.3660 - val_recall: 0.5245 Epoch 1580/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3211 - recall: 0.5303 - val_loss: 0.3697 - val_recall: 0.5172 Epoch 1581/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5344 - val_loss: 0.3714 - val_recall: 0.5270 Epoch 1582/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5336 - val_loss: 0.3673 - val_recall: 0.5270 Epoch 1583/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5360 - val_loss: 0.3703 - val_recall: 0.5368 Epoch 1584/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3686 - val_recall: 0.5000 Epoch 1585/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5254 - val_loss: 0.3657 - val_recall: 0.5270 Epoch 1586/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5295 - val_loss: 0.3647 - val_recall: 0.5147 Epoch 1587/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5245 - val_loss: 0.3648 - val_recall: 0.5147 Epoch 1588/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5385 - val_loss: 0.3675 - val_recall: 0.5270 Epoch 1589/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5049 - val_loss: 0.3670 - val_recall: 0.5147 Epoch 1590/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5270 - val_loss: 0.3616 - val_recall: 0.5172 Epoch 1591/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5319 - val_loss: 0.3626 - val_recall: 0.5098 Epoch 1592/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5196 - val_loss: 0.3674 - val_recall: 0.5343 Epoch 1593/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3206 - recall: 0.5376 - val_loss: 0.3618 - val_recall: 0.5294 Epoch 1594/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5196 Epoch 1595/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5172 - val_loss: 0.3622 - val_recall: 0.5172 Epoch 1596/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5196 - val_loss: 0.3698 - val_recall: 0.5172 Epoch 1597/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5074 - val_loss: 0.3682 - val_recall: 0.5270 Epoch 1598/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5213 - val_loss: 0.3661 - val_recall: 0.5270 Epoch 1599/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5303 - val_loss: 0.3651 - val_recall: 0.5147 Epoch 1600/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5311 - val_loss: 0.3714 - val_recall: 0.5294 Epoch 1601/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3170 - recall: 0.5507 - val_loss: 0.3664 - val_recall: 0.5074 Epoch 1602/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5213 - val_loss: 0.3720 - val_recall: 0.5221 Epoch 1603/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5401 - val_loss: 0.3705 - val_recall: 0.5172 Epoch 1604/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5303 - val_loss: 0.3698 - val_recall: 0.5172 Epoch 1605/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5442 - val_loss: 0.3621 - val_recall: 0.4877 Epoch 1606/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5360 - val_loss: 0.3629 - val_recall: 0.5123 Epoch 1607/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5475 - val_loss: 0.3640 - val_recall: 0.5417 Epoch 1608/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5237 - val_loss: 0.3658 - val_recall: 0.5221 Epoch 1609/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5237 - val_loss: 0.3657 - val_recall: 0.5294 Epoch 1610/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3665 - val_recall: 0.5245 Epoch 1611/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3675 - val_recall: 0.5270 Epoch 1612/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5196 Epoch 1613/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5352 - val_loss: 0.3679 - val_recall: 0.5270 Epoch 1614/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5106 - val_loss: 0.3687 - val_recall: 0.5147 Epoch 1615/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5237 - val_loss: 0.3658 - val_recall: 0.5098 Epoch 1616/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5131 - val_loss: 0.3649 - val_recall: 0.5074 Epoch 1617/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5245 - val_loss: 0.3651 - val_recall: 0.5123 Epoch 1618/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5262 - val_loss: 0.3622 - val_recall: 0.5123 Epoch 1619/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5196 - val_loss: 0.3628 - val_recall: 0.5172 Epoch 1620/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5213 - val_loss: 0.3640 - val_recall: 0.5147 Epoch 1621/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5245 - val_loss: 0.3703 - val_recall: 0.5221 Epoch 1622/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5385 - val_loss: 0.3666 - val_recall: 0.5123 Epoch 1623/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5434 - val_loss: 0.3656 - val_recall: 0.5270 Epoch 1624/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5376 - val_loss: 0.3690 - val_recall: 0.5343 Epoch 1625/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5352 - val_loss: 0.3665 - val_recall: 0.5172 Epoch 1626/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5237 - val_loss: 0.3637 - val_recall: 0.5196 Epoch 1627/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3141 - recall: 0.5532 - val_loss: 0.3671 - val_recall: 0.5172 Epoch 1628/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5360 - val_loss: 0.3665 - val_recall: 0.5270 Epoch 1629/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5507 - val_loss: 0.3664 - val_recall: 0.5319 Epoch 1630/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5376 - val_loss: 0.3693 - val_recall: 0.5196 Epoch 1631/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5327 - val_loss: 0.3711 - val_recall: 0.5196 Epoch 1632/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5270 - val_loss: 0.3695 - val_recall: 0.5000 Epoch 1633/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5106 - val_loss: 0.3738 - val_recall: 0.5049 Epoch 1634/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5278 - val_loss: 0.3682 - val_recall: 0.5147 Epoch 1635/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5589 - val_loss: 0.3730 - val_recall: 0.5417 Epoch 1636/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3156 - recall: 0.5426 - val_loss: 0.3666 - val_recall: 0.5098 Epoch 1637/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5278 - val_loss: 0.3700 - val_recall: 0.5270 Epoch 1638/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5368 - val_loss: 0.3685 - val_recall: 0.5123 Epoch 1639/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5278 - val_loss: 0.3690 - val_recall: 0.5368 Epoch 1640/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5319 - val_loss: 0.3692 - val_recall: 0.5123 Epoch 1641/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5311 - val_loss: 0.3701 - val_recall: 0.5147 Epoch 1642/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5360 - val_loss: 0.3703 - val_recall: 0.5368 Epoch 1643/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5376 - val_loss: 0.3719 - val_recall: 0.5466 Epoch 1644/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5352 - val_loss: 0.3686 - val_recall: 0.5221 Epoch 1645/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5336 - val_loss: 0.3642 - val_recall: 0.5270 Epoch 1646/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5196 Epoch 1647/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5237 - val_loss: 0.3660 - val_recall: 0.5025 Epoch 1648/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3257 - recall: 0.5221 - val_loss: 0.3671 - val_recall: 0.4828 Epoch 1649/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5131 - val_loss: 0.3649 - val_recall: 0.4926 Epoch 1650/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3703 - val_recall: 0.5025 Epoch 1651/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5221 - val_loss: 0.3674 - val_recall: 0.5000 Epoch 1652/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5090 - val_loss: 0.3703 - val_recall: 0.5147 Epoch 1653/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5303 - val_loss: 0.3716 - val_recall: 0.5000 Epoch 1654/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5376 - val_loss: 0.3676 - val_recall: 0.4951 Epoch 1655/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5155 - val_loss: 0.3623 - val_recall: 0.5025 Epoch 1656/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5237 - val_loss: 0.3624 - val_recall: 0.5098 Epoch 1657/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5278 - val_loss: 0.3658 - val_recall: 0.5074 Epoch 1658/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5229 - val_loss: 0.3670 - val_recall: 0.4975 Epoch 1659/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5123 - val_loss: 0.3692 - val_recall: 0.5172 Epoch 1660/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5360 - val_loss: 0.3692 - val_recall: 0.5074 Epoch 1661/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5229 - val_loss: 0.3681 - val_recall: 0.5074 Epoch 1662/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5303 - val_loss: 0.3712 - val_recall: 0.5319 Epoch 1663/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5286 - val_loss: 0.3708 - val_recall: 0.5294 Epoch 1664/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3688 - val_recall: 0.5270 Epoch 1665/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5188 - val_loss: 0.3679 - val_recall: 0.5172 Epoch 1666/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3126 - recall: 0.5360 - val_loss: 0.3650 - val_recall: 0.5319 Epoch 1667/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5336 - val_loss: 0.3655 - val_recall: 0.5343 Epoch 1668/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5344 - val_loss: 0.3680 - val_recall: 0.5515 Epoch 1669/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5409 - val_loss: 0.3650 - val_recall: 0.5098 Epoch 1670/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5270 - val_loss: 0.3681 - val_recall: 0.5098 Epoch 1671/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5295 - val_loss: 0.3706 - val_recall: 0.5196 Epoch 1672/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5434 - val_loss: 0.3675 - val_recall: 0.5123 Epoch 1673/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5188 - val_loss: 0.3680 - val_recall: 0.5000 Epoch 1674/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3156 - recall: 0.5286 - val_loss: 0.3714 - val_recall: 0.5049 Epoch 1675/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5311 - val_loss: 0.3735 - val_recall: 0.5172 Epoch 1676/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5319 - val_loss: 0.3710 - val_recall: 0.5074 Epoch 1677/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5270 - val_loss: 0.3692 - val_recall: 0.5000 Epoch 1678/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5286 - val_loss: 0.3706 - val_recall: 0.5074 Epoch 1679/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5180 - val_loss: 0.3730 - val_recall: 0.5319 Epoch 1680/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5286 - val_loss: 0.3729 - val_recall: 0.5221 Epoch 1681/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5393 - val_loss: 0.3715 - val_recall: 0.5196 Epoch 1682/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5237 - val_loss: 0.3696 - val_recall: 0.5123 Epoch 1683/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5262 - val_loss: 0.3688 - val_recall: 0.5000 Epoch 1684/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5286 - val_loss: 0.3709 - val_recall: 0.5000 Epoch 1685/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5237 - val_loss: 0.3688 - val_recall: 0.5000 Epoch 1686/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5245 - val_loss: 0.3678 - val_recall: 0.5196 Epoch 1687/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5303 - val_loss: 0.3691 - val_recall: 0.5074 Epoch 1688/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5229 - val_loss: 0.3651 - val_recall: 0.4951 Epoch 1689/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5229 - val_loss: 0.3704 - val_recall: 0.5245 Epoch 1690/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5376 - val_loss: 0.3673 - val_recall: 0.5123 Epoch 1691/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5327 - val_loss: 0.3657 - val_recall: 0.5172 Epoch 1692/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5123 Epoch 1693/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5278 - val_loss: 0.3634 - val_recall: 0.5074 Epoch 1694/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.4926 Epoch 1695/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5139 - val_loss: 0.3630 - val_recall: 0.5025 Epoch 1696/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5417 - val_loss: 0.3686 - val_recall: 0.5098 Epoch 1697/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5155 - val_loss: 0.3638 - val_recall: 0.4926 Epoch 1698/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5286 - val_loss: 0.3653 - val_recall: 0.5147 Epoch 1699/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5254 - val_loss: 0.3682 - val_recall: 0.5196 Epoch 1700/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5360 - val_loss: 0.3651 - val_recall: 0.4975 Epoch 1701/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5262 - val_loss: 0.3700 - val_recall: 0.5098 Epoch 1702/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5327 - val_loss: 0.3677 - val_recall: 0.4926 Epoch 1703/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5196 - val_loss: 0.3630 - val_recall: 0.4902 Epoch 1704/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5286 - val_loss: 0.3643 - val_recall: 0.5000 Epoch 1705/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5123 - val_loss: 0.3723 - val_recall: 0.5098 Epoch 1706/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5090 - val_loss: 0.3632 - val_recall: 0.4926 Epoch 1707/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3626 - val_recall: 0.4975 Epoch 1708/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5123 - val_loss: 0.3630 - val_recall: 0.4706 Epoch 1709/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5106 - val_loss: 0.3673 - val_recall: 0.5000 Epoch 1710/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5385 - val_loss: 0.3666 - val_recall: 0.4902 Epoch 1711/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5082 - val_loss: 0.3666 - val_recall: 0.5025 Epoch 1712/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5131 - val_loss: 0.3683 - val_recall: 0.4951 Epoch 1713/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.4853 Epoch 1714/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5344 - val_loss: 0.3704 - val_recall: 0.5025 Epoch 1715/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5270 - val_loss: 0.3708 - val_recall: 0.4951 Epoch 1716/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5221 - val_loss: 0.3714 - val_recall: 0.5098 Epoch 1717/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3222 - recall: 0.5254 - val_loss: 0.3638 - val_recall: 0.5098 Epoch 1718/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3192 - recall: 0.5229 - val_loss: 0.3619 - val_recall: 0.4877 Epoch 1719/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5237 - val_loss: 0.3705 - val_recall: 0.5049 Epoch 1720/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5213 - val_loss: 0.3671 - val_recall: 0.5000 Epoch 1721/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5295 - val_loss: 0.3680 - val_recall: 0.4951 Epoch 1722/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5221 - val_loss: 0.3621 - val_recall: 0.5000 Epoch 1723/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5311 - val_loss: 0.3653 - val_recall: 0.5049 Epoch 1724/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5057 - val_loss: 0.3659 - val_recall: 0.5049 Epoch 1725/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5074 Epoch 1726/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5139 - val_loss: 0.3684 - val_recall: 0.5074 Epoch 1727/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5286 - val_loss: 0.3666 - val_recall: 0.5049 Epoch 1728/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5229 - val_loss: 0.3661 - val_recall: 0.5025 Epoch 1729/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5172 - val_loss: 0.3691 - val_recall: 0.5049 Epoch 1730/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3657 - val_recall: 0.4926 Epoch 1731/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5155 - val_loss: 0.3712 - val_recall: 0.5074 Epoch 1732/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5319 - val_loss: 0.3658 - val_recall: 0.4877 Epoch 1733/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.4951 Epoch 1734/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5254 - val_loss: 0.3645 - val_recall: 0.4926 Epoch 1735/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5188 - val_loss: 0.3707 - val_recall: 0.5098 Epoch 1736/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5196 - val_loss: 0.3636 - val_recall: 0.5147 Epoch 1737/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5417 - val_loss: 0.3662 - val_recall: 0.5074 Epoch 1738/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5180 - val_loss: 0.3652 - val_recall: 0.4926 Epoch 1739/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5033 - val_loss: 0.3701 - val_recall: 0.5098 Epoch 1740/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5196 - val_loss: 0.3649 - val_recall: 0.5098 Epoch 1741/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3238 - recall: 0.5106 - val_loss: 0.3668 - val_recall: 0.5196 Epoch 1742/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5286 - val_loss: 0.3670 - val_recall: 0.5147 Epoch 1743/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5196 - val_loss: 0.3696 - val_recall: 0.5049 Epoch 1744/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5049 - val_loss: 0.3653 - val_recall: 0.5025 Epoch 1745/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5180 - val_loss: 0.3678 - val_recall: 0.5172 Epoch 1746/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5155 - val_loss: 0.3655 - val_recall: 0.5049 Epoch 1747/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5106 - val_loss: 0.3662 - val_recall: 0.5074 Epoch 1748/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5164 - val_loss: 0.3692 - val_recall: 0.5294 Epoch 1749/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5221 - val_loss: 0.3653 - val_recall: 0.4926 Epoch 1750/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5180 - val_loss: 0.3681 - val_recall: 0.5000 Epoch 1751/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5074 - val_loss: 0.3705 - val_recall: 0.4951 Epoch 1752/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.4975 Epoch 1753/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5286 - val_loss: 0.3663 - val_recall: 0.4951 Epoch 1754/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5278 - val_loss: 0.3683 - val_recall: 0.4926 Epoch 1755/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3164 - recall: 0.5295 - val_loss: 0.3678 - val_recall: 0.4902 Epoch 1756/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5278 - val_loss: 0.3695 - val_recall: 0.4975 Epoch 1757/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5336 - val_loss: 0.3693 - val_recall: 0.5000 Epoch 1758/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5131 - val_loss: 0.3713 - val_recall: 0.5000 Epoch 1759/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3216 - recall: 0.5352 - val_loss: 0.3623 - val_recall: 0.4975 Epoch 1760/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3154 - recall: 0.5336 - val_loss: 0.3613 - val_recall: 0.4853 Epoch 1761/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5426 - val_loss: 0.3663 - val_recall: 0.5025 Epoch 1762/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5123 - val_loss: 0.3667 - val_recall: 0.5000 Epoch 1763/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3166 - recall: 0.5434 - val_loss: 0.3660 - val_recall: 0.5147 Epoch 1764/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5254 - val_loss: 0.3644 - val_recall: 0.4951 Epoch 1765/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5147 - val_loss: 0.3686 - val_recall: 0.5221 Epoch 1766/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5311 - val_loss: 0.3619 - val_recall: 0.5098 Epoch 1767/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5352 - val_loss: 0.3663 - val_recall: 0.5147 Epoch 1768/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5229 - val_loss: 0.3699 - val_recall: 0.5147 Epoch 1769/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5074 Epoch 1770/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5319 - val_loss: 0.3657 - val_recall: 0.5074 Epoch 1771/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5295 - val_loss: 0.3601 - val_recall: 0.5049 Epoch 1772/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5229 - val_loss: 0.3648 - val_recall: 0.5123 Epoch 1773/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5229 - val_loss: 0.3642 - val_recall: 0.5074 Epoch 1774/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5336 - val_loss: 0.3640 - val_recall: 0.5000 Epoch 1775/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5147 - val_loss: 0.3651 - val_recall: 0.4975 Epoch 1776/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5221 - val_loss: 0.3651 - val_recall: 0.5025 Epoch 1777/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5417 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 1778/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5270 - val_loss: 0.3676 - val_recall: 0.5074 Epoch 1779/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5090 - val_loss: 0.3677 - val_recall: 0.5000 Epoch 1780/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3163 - recall: 0.5205 - val_loss: 0.3682 - val_recall: 0.5123 Epoch 1781/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5278 - val_loss: 0.3712 - val_recall: 0.4902 Epoch 1782/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5360 - val_loss: 0.3731 - val_recall: 0.5147 Epoch 1783/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5213 - val_loss: 0.3669 - val_recall: 0.5098 Epoch 1784/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5131 - val_loss: 0.3618 - val_recall: 0.5074 Epoch 1785/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5327 - val_loss: 0.3623 - val_recall: 0.5098 Epoch 1786/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3247 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.4975 Epoch 1787/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3680 - val_recall: 0.5049 Epoch 1788/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5164 - val_loss: 0.3726 - val_recall: 0.5172 Epoch 1789/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3125 - recall: 0.5401 - val_loss: 0.3695 - val_recall: 0.5147 Epoch 1790/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5155 - val_loss: 0.3698 - val_recall: 0.4951 Epoch 1791/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3660 - val_recall: 0.4975 Epoch 1792/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5188 - val_loss: 0.3685 - val_recall: 0.5098 Epoch 1793/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5098 - val_loss: 0.3696 - val_recall: 0.5123 Epoch 1794/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5196 - val_loss: 0.3655 - val_recall: 0.5025 Epoch 1795/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5115 - val_loss: 0.3687 - val_recall: 0.5049 Epoch 1796/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5417 - val_loss: 0.3682 - val_recall: 0.5147 Epoch 1797/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5319 - val_loss: 0.3660 - val_recall: 0.5196 Epoch 1798/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5278 - val_loss: 0.3662 - val_recall: 0.4853 Epoch 1799/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5082 - val_loss: 0.3663 - val_recall: 0.5123 Epoch 1800/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5442 - val_loss: 0.3653 - val_recall: 0.5098 Epoch 1801/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3247 - recall: 0.5164 - val_loss: 0.3689 - val_recall: 0.5417 Epoch 1802/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5483 - val_loss: 0.3614 - val_recall: 0.5221 Epoch 1803/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5360 - val_loss: 0.3667 - val_recall: 0.5343 Epoch 1804/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5000 Epoch 1805/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5270 - val_loss: 0.3692 - val_recall: 0.5098 Epoch 1806/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5131 - val_loss: 0.3683 - val_recall: 0.5098 Epoch 1807/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5286 - val_loss: 0.3650 - val_recall: 0.5270 Epoch 1808/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5147 - val_loss: 0.3632 - val_recall: 0.5147 Epoch 1809/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5262 - val_loss: 0.3654 - val_recall: 0.5196 Epoch 1810/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5311 - val_loss: 0.3653 - val_recall: 0.4951 Epoch 1811/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5466 - val_loss: 0.3675 - val_recall: 0.5172 Epoch 1812/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5123 - val_loss: 0.3717 - val_recall: 0.5221 Epoch 1813/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5303 - val_loss: 0.3707 - val_recall: 0.5049 Epoch 1814/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5180 - val_loss: 0.3684 - val_recall: 0.5098 Epoch 1815/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5295 - val_loss: 0.3710 - val_recall: 0.5172 Epoch 1816/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5205 - val_loss: 0.3689 - val_recall: 0.5025 Epoch 1817/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3175 - recall: 0.5344 - val_loss: 0.3699 - val_recall: 0.5147 Epoch 1818/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5262 - val_loss: 0.3672 - val_recall: 0.5123 Epoch 1819/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5237 - val_loss: 0.3691 - val_recall: 0.5147 Epoch 1820/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5368 - val_loss: 0.3726 - val_recall: 0.5074 Epoch 1821/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5295 - val_loss: 0.3685 - val_recall: 0.5025 Epoch 1822/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5229 - val_loss: 0.3678 - val_recall: 0.5221 Epoch 1823/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3233 - recall: 0.5270 - val_loss: 0.3712 - val_recall: 0.5074 Epoch 1824/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5295 - val_loss: 0.3661 - val_recall: 0.5098 Epoch 1825/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5286 - val_loss: 0.3683 - val_recall: 0.5049 Epoch 1826/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5311 - val_loss: 0.3627 - val_recall: 0.4975 Epoch 1827/2000 30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5147 Epoch 1828/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5352 - val_loss: 0.3643 - val_recall: 0.4975 Epoch 1829/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5041 - val_loss: 0.3692 - val_recall: 0.5098 Epoch 1830/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3194 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5049 Epoch 1831/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5147 - val_loss: 0.3674 - val_recall: 0.5147 Epoch 1832/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3138 - recall: 0.5295 - val_loss: 0.3687 - val_recall: 0.5123 Epoch 1833/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5311 - val_loss: 0.3657 - val_recall: 0.5025 Epoch 1834/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5057 - val_loss: 0.3702 - val_recall: 0.5196 Epoch 1835/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5303 - val_loss: 0.3660 - val_recall: 0.5025 Epoch 1836/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5295 - val_loss: 0.3664 - val_recall: 0.5074 Epoch 1837/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5213 - val_loss: 0.3693 - val_recall: 0.5123 Epoch 1838/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5221 - val_loss: 0.3733 - val_recall: 0.5000 Epoch 1839/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5254 - val_loss: 0.3715 - val_recall: 0.5025 Epoch 1840/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5327 - val_loss: 0.3755 - val_recall: 0.5196 Epoch 1841/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5360 - val_loss: 0.3660 - val_recall: 0.5123 Epoch 1842/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5303 - val_loss: 0.3727 - val_recall: 0.5196 Epoch 1843/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5180 - val_loss: 0.3693 - val_recall: 0.5098 Epoch 1844/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5336 - val_loss: 0.3695 - val_recall: 0.5221 Epoch 1845/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5278 - val_loss: 0.3684 - val_recall: 0.5049 Epoch 1846/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5262 - val_loss: 0.3720 - val_recall: 0.5172 Epoch 1847/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5205 - val_loss: 0.3714 - val_recall: 0.5196 Epoch 1848/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.5221 Epoch 1849/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5344 - val_loss: 0.3652 - val_recall: 0.5245 Epoch 1850/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3608 - val_recall: 0.5147 Epoch 1851/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5245 - val_loss: 0.3599 - val_recall: 0.5245 Epoch 1852/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5188 - val_loss: 0.3629 - val_recall: 0.5221 Epoch 1853/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3140 - recall: 0.5368 - val_loss: 0.3607 - val_recall: 0.5123 Epoch 1854/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3179 - recall: 0.5434 - val_loss: 0.3640 - val_recall: 0.5196 Epoch 1855/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5417 - val_loss: 0.3614 - val_recall: 0.5049 Epoch 1856/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5336 - val_loss: 0.3651 - val_recall: 0.5196 Epoch 1857/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5188 - val_loss: 0.3689 - val_recall: 0.5025 Epoch 1858/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5172 - val_loss: 0.3634 - val_recall: 0.5000 Epoch 1859/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5188 - val_loss: 0.3650 - val_recall: 0.5025 Epoch 1860/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5278 - val_loss: 0.3684 - val_recall: 0.5049 Epoch 1861/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3151 - recall: 0.5278 - val_loss: 0.3654 - val_recall: 0.5074 Epoch 1862/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3169 - recall: 0.5393 - val_loss: 0.3726 - val_recall: 0.5147 Epoch 1863/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 1864/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5262 - val_loss: 0.3662 - val_recall: 0.5025 Epoch 1865/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5254 - val_loss: 0.3651 - val_recall: 0.5000 Epoch 1866/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5295 - val_loss: 0.3645 - val_recall: 0.5074 Epoch 1867/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5221 - val_loss: 0.3617 - val_recall: 0.5098 Epoch 1868/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5303 - val_loss: 0.3646 - val_recall: 0.5147 Epoch 1869/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5123 - val_loss: 0.3678 - val_recall: 0.5123 Epoch 1870/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3149 - recall: 0.5434 - val_loss: 0.3601 - val_recall: 0.5000 Epoch 1871/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5327 - val_loss: 0.3609 - val_recall: 0.5074 Epoch 1872/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5213 - val_loss: 0.3708 - val_recall: 0.5172 Epoch 1873/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5270 - val_loss: 0.3715 - val_recall: 0.5147 Epoch 1874/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5286 - val_loss: 0.3701 - val_recall: 0.5245 Epoch 1875/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3183 - recall: 0.5385 - val_loss: 0.3670 - val_recall: 0.5147 Epoch 1876/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5098 Epoch 1877/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5278 - val_loss: 0.3709 - val_recall: 0.5245 Epoch 1878/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3149 - recall: 0.5393 - val_loss: 0.3695 - val_recall: 0.5172 Epoch 1879/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5401 - val_loss: 0.3663 - val_recall: 0.5049 Epoch 1880/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5270 - val_loss: 0.3679 - val_recall: 0.5245 Epoch 1881/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5466 - val_loss: 0.3705 - val_recall: 0.5074 Epoch 1882/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5401 - val_loss: 0.3669 - val_recall: 0.5049 Epoch 1883/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5245 - val_loss: 0.3674 - val_recall: 0.5123 Epoch 1884/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3149 - recall: 0.5417 - val_loss: 0.3719 - val_recall: 0.5049 Epoch 1885/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5295 - val_loss: 0.3697 - val_recall: 0.5172 Epoch 1886/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5262 - val_loss: 0.3739 - val_recall: 0.5147 Epoch 1887/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5262 - val_loss: 0.3662 - val_recall: 0.5049 Epoch 1888/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5213 - val_loss: 0.3663 - val_recall: 0.5123 Epoch 1889/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5196 - val_loss: 0.3655 - val_recall: 0.5074 Epoch 1890/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5278 - val_loss: 0.3681 - val_recall: 0.5196 Epoch 1891/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5344 - val_loss: 0.3672 - val_recall: 0.5123 Epoch 1892/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3198 - recall: 0.5360 - val_loss: 0.3721 - val_recall: 0.5074 Epoch 1893/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3178 - recall: 0.5368 - val_loss: 0.3696 - val_recall: 0.5221 Epoch 1894/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5270 - val_loss: 0.3731 - val_recall: 0.5098 Epoch 1895/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5336 - val_loss: 0.3657 - val_recall: 0.5000 Epoch 1896/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5205 - val_loss: 0.3666 - val_recall: 0.4926 Epoch 1897/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5172 - val_loss: 0.3648 - val_recall: 0.5049 Epoch 1898/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5221 - val_loss: 0.3724 - val_recall: 0.5074 Epoch 1899/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5368 - val_loss: 0.3688 - val_recall: 0.5049 Epoch 1900/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5286 - val_loss: 0.3717 - val_recall: 0.5049 Epoch 1901/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5180 - val_loss: 0.3723 - val_recall: 0.4951 Epoch 1902/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5278 - val_loss: 0.3679 - val_recall: 0.4902 Epoch 1903/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5295 - val_loss: 0.3712 - val_recall: 0.5049 Epoch 1904/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5303 - val_loss: 0.3690 - val_recall: 0.5049 Epoch 1905/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3687 - val_recall: 0.5098 Epoch 1906/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5213 - val_loss: 0.3664 - val_recall: 0.5098 Epoch 1907/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5106 - val_loss: 0.3658 - val_recall: 0.5123 Epoch 1908/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5205 - val_loss: 0.3690 - val_recall: 0.5123 Epoch 1909/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5278 - val_loss: 0.3660 - val_recall: 0.4975 Epoch 1910/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5385 - val_loss: 0.3704 - val_recall: 0.4926 Epoch 1911/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5131 - val_loss: 0.3638 - val_recall: 0.5049 Epoch 1912/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5205 - val_loss: 0.3635 - val_recall: 0.4975 Epoch 1913/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5311 - val_loss: 0.3660 - val_recall: 0.5025 Epoch 1914/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3200 - recall: 0.5172 - val_loss: 0.3666 - val_recall: 0.5025 Epoch 1915/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5319 - val_loss: 0.3641 - val_recall: 0.5074 Epoch 1916/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3134 - recall: 0.5311 - val_loss: 0.3746 - val_recall: 0.5368 Epoch 1917/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3172 - recall: 0.5409 - val_loss: 0.3716 - val_recall: 0.5123 Epoch 1918/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5286 - val_loss: 0.3647 - val_recall: 0.5270 Epoch 1919/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5409 - val_loss: 0.3656 - val_recall: 0.5123 Epoch 1920/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5254 - val_loss: 0.3659 - val_recall: 0.5196 Epoch 1921/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5311 - val_loss: 0.3652 - val_recall: 0.5098 Epoch 1922/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5295 - val_loss: 0.3707 - val_recall: 0.5221 Epoch 1923/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5245 - val_loss: 0.3679 - val_recall: 0.5098 Epoch 1924/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5155 - val_loss: 0.3678 - val_recall: 0.4975 Epoch 1925/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5245 - val_loss: 0.3695 - val_recall: 0.5123 Epoch 1926/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3178 - recall: 0.5262 - val_loss: 0.3738 - val_recall: 0.5098 Epoch 1927/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5213 - val_loss: 0.3735 - val_recall: 0.5196 Epoch 1928/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5344 - val_loss: 0.3678 - val_recall: 0.5172 Epoch 1929/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3176 - recall: 0.5295 - val_loss: 0.3694 - val_recall: 0.5221 Epoch 1930/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5336 - val_loss: 0.3675 - val_recall: 0.5074 Epoch 1931/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3082 - recall: 0.5417 - val_loss: 0.3695 - val_recall: 0.5221 Epoch 1932/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5327 - val_loss: 0.3679 - val_recall: 0.5245 Epoch 1933/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5270 - val_loss: 0.3657 - val_recall: 0.5196 Epoch 1934/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5319 - val_loss: 0.3665 - val_recall: 0.5172 Epoch 1935/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3206 - recall: 0.5303 - val_loss: 0.3676 - val_recall: 0.5025 Epoch 1936/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5213 - val_loss: 0.3687 - val_recall: 0.5074 Epoch 1937/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5311 - val_loss: 0.3694 - val_recall: 0.5074 Epoch 1938/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5278 - val_loss: 0.3671 - val_recall: 0.4951 Epoch 1939/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5205 - val_loss: 0.3638 - val_recall: 0.4975 Epoch 1940/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5139 - val_loss: 0.3680 - val_recall: 0.5000 Epoch 1941/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5319 - val_loss: 0.3673 - val_recall: 0.5000 Epoch 1942/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5196 - val_loss: 0.3673 - val_recall: 0.5025 Epoch 1943/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3150 - recall: 0.5344 - val_loss: 0.3720 - val_recall: 0.4877 Epoch 1944/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5229 - val_loss: 0.3708 - val_recall: 0.4902 Epoch 1945/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5147 - val_loss: 0.3726 - val_recall: 0.4926 Epoch 1946/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5319 - val_loss: 0.3662 - val_recall: 0.5098 Epoch 1947/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.5000 - val_loss: 0.3706 - val_recall: 0.5000 Epoch 1948/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5172 - val_loss: 0.3717 - val_recall: 0.4975 Epoch 1949/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5303 - val_loss: 0.3730 - val_recall: 0.4975 Epoch 1950/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5254 - val_loss: 0.3679 - val_recall: 0.4730 Epoch 1951/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5237 - val_loss: 0.3642 - val_recall: 0.4804 Epoch 1952/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5286 - val_loss: 0.3632 - val_recall: 0.4461 Epoch 1953/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5082 - val_loss: 0.3690 - val_recall: 0.4877 Epoch 1954/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5237 - val_loss: 0.3661 - val_recall: 0.4902 Epoch 1955/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5254 - val_loss: 0.3693 - val_recall: 0.4926 Epoch 1956/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5409 - val_loss: 0.3723 - val_recall: 0.5172 Epoch 1957/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5368 - val_loss: 0.3702 - val_recall: 0.5049 Epoch 1958/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5229 - val_loss: 0.3732 - val_recall: 0.5221 Epoch 1959/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5417 - val_loss: 0.3704 - val_recall: 0.5368 Epoch 1960/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5360 - val_loss: 0.3696 - val_recall: 0.5196 Epoch 1961/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5172 - val_loss: 0.3721 - val_recall: 0.5294 Epoch 1962/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5311 - val_loss: 0.3734 - val_recall: 0.5196 Epoch 1963/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5327 - val_loss: 0.3701 - val_recall: 0.5000 Epoch 1964/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5319 - val_loss: 0.3721 - val_recall: 0.5196 Epoch 1965/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5393 - val_loss: 0.3673 - val_recall: 0.5049 Epoch 1966/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5139 - val_loss: 0.3690 - val_recall: 0.5123 Epoch 1967/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5319 - val_loss: 0.3630 - val_recall: 0.5123 Epoch 1968/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5237 - val_loss: 0.3654 - val_recall: 0.5172 Epoch 1969/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5327 - val_loss: 0.3661 - val_recall: 0.5147 Epoch 1970/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5286 - val_loss: 0.3703 - val_recall: 0.5025 Epoch 1971/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5278 - val_loss: 0.3673 - val_recall: 0.5147 Epoch 1972/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5254 - val_loss: 0.3675 - val_recall: 0.5123 Epoch 1973/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5164 - val_loss: 0.3684 - val_recall: 0.5221 Epoch 1974/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5368 - val_loss: 0.3684 - val_recall: 0.5270 Epoch 1975/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5262 - val_loss: 0.3653 - val_recall: 0.5196 Epoch 1976/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5188 - val_loss: 0.3695 - val_recall: 0.5098 Epoch 1977/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5254 - val_loss: 0.3670 - val_recall: 0.5172 Epoch 1978/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5336 - val_loss: 0.3652 - val_recall: 0.5245 Epoch 1979/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5245 - val_loss: 0.3698 - val_recall: 0.5245 Epoch 1980/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5360 - val_loss: 0.3668 - val_recall: 0.5196 Epoch 1981/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5164 - val_loss: 0.3661 - val_recall: 0.5221 Epoch 1982/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5172 - val_loss: 0.3722 - val_recall: 0.5147 Epoch 1983/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5123 Epoch 1984/2000 30/30 [==============================] - 0s 5ms/step - loss: 0.3160 - recall: 0.5499 - val_loss: 0.3636 - val_recall: 0.5123 Epoch 1985/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3663 - val_recall: 0.5074 Epoch 1986/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5319 - val_loss: 0.3683 - val_recall: 0.5000 Epoch 1987/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5106 - val_loss: 0.3675 - val_recall: 0.5147 Epoch 1988/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3162 - recall: 0.5221 - val_loss: 0.3697 - val_recall: 0.5147 Epoch 1989/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5254 - val_loss: 0.3664 - val_recall: 0.5049 Epoch 1990/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5295 - val_loss: 0.3713 - val_recall: 0.5123 Epoch 1991/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5123 - val_loss: 0.3701 - val_recall: 0.5196 Epoch 1992/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5090 - val_loss: 0.3651 - val_recall: 0.4975 Epoch 1993/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5115 - val_loss: 0.3663 - val_recall: 0.5221 Epoch 1994/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5311 - val_loss: 0.3635 - val_recall: 0.5270 Epoch 1995/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5237 - val_loss: 0.3669 - val_recall: 0.5343 Epoch 1996/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5245 - val_loss: 0.3649 - val_recall: 0.5270 Epoch 1997/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5098 - val_loss: 0.3652 - val_recall: 0.5343 Epoch 1998/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5376 - val_loss: 0.3639 - val_recall: 0.5270 Epoch 1999/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5188 - val_loss: 0.3680 - val_recall: 0.5417 Epoch 2000/2000 30/30 [==============================] - 0s 4ms/step - loss: 0.3153 - recall: 0.5417 - val_loss: 0.3666 - val_recall: 0.5098 CPU times: user 5min 30s, sys: 31.1 s, total: 6min 1s Wall time: 4min 20s
# Predicting the training results using 0.5 as the threshold
y_train_pred_2 = (model_2.predict(x_train) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_2 = (model_2.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_2 = (model_2.predict(x_test) > 0.5)
188/188 [==============================] - 0s 2ms/step 63/63 [==============================] - 0s 1ms/step 63/63 [==============================] - 0s 1ms/step
# Display the training loss and validation loss
show_lineplot(data_train = history_2.history['loss'], data_val = history_2.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_2.history['recall'], data_val = history_2.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for training and validation data
show_classification_report(model_name = model_name_2, target_train = y_train, predictors_train = y_train_pred_2, target_val = y_val, predictors_val = y_val_pred_2)
| NN with Adam & Dropout (Training) | NN with Adam & Dropout (Validation) | |||||||
|---|---|---|---|---|---|---|---|---|
| precision | recall | f1-score | support | precision | recall | f1-score | support | |
| 0 | 0.90548 | 0.95437 | 0.92928 | 4778.00000 | 0.88152 | 0.93467 | 0.90732 | 1592.00000 |
| 1 | 0.77386 | 0.61047 | 0.68253 | 1222.00000 | 0.66667 | 0.50980 | 0.57778 | 408.00000 |
| accuracy | 0.88433 | 6000.00000 | 0.84800 | 2000.00000 | ||||
| macro avg | 0.83967 | 0.78242 | 0.80590 | 6000.00000 | 0.77409 | 0.72224 | 0.74255 | 2000.00000 |
| weighted avg | 0.87867 | 0.88433 | 0.87903 | 6000.00000 | 0.83769 | 0.84800 | 0.84009 | 2000.00000 |
# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_2, target = y_train, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_2, target = y_val, title = '(Validation)')
Observations:
# Prepare oversampled data using Synthetic Minority Oversampling Technique (SMOTE)
smo = SMOTE(random_state = 1)
x_train_os, y_train_os = smo.fit_resample(x_train, y_train)
print('After oversampling, the shape of x_train: {}'.format(x_train_os.shape))
print('After oversampling, the shape of y_train: {}'.format(y_train_os.shape))
# Clear backend session
clear_session()
# Create model with SGD optimizer using oversampled training data
model_name_3 = 'NN with SMOTE & SGD'
model_3 = Sequential()
model_3.add(Dense(units = 8, activation = 'relu', input_dim = x_train_os.shape[1]))
model_3.add(Dense(units = 16, activation = 'relu'))
model_3.add(Dense(units = 8, activation = 'relu'))
model_3.add(Dense(units = 1, activation = 'sigmoid'))
model_3.compile(loss = 'binary_crossentropy', optimizer = SGD(0.001), metrics = ['recall'])
model_3.summary()
%%time
# Fit the model
history_3 = model_3.fit(
x_train_os, y_train_os,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_3 = (model_3.predict(x_train_os) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_3 = (model_3.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_3 = (model_3.predict(x_test) > 0.5)
# Display the training loss and validation loss
show_lineplot(data_train = history_3.history['loss'], data_val = history_3.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_3.history['recall'], data_val = history_3.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_3, target_train = y_train_os, predictors_train = y_train_pred_3, target_val = y_val, predictors_val = y_val_pred_3)
# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_3, target = y_train_os, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_3, target = y_val, title = '(Validation)')
Observations:
# Clear backend session
clear_session()
# Create model with Adam optimizer using oversampled training data
model_name_4 = 'NN with SMOTE & Adam'
model_4 = Sequential()
model_4.add(Dense(units = 4, activation = 'relu', input_dim = x_train_os.shape[1]))
model_4.add(Dense(units = 4, activation = 'relu'))
model_4.add(Dense(units = 4, activation = 'relu'))
model_4.add(Dense(units = 1, activation = 'sigmoid'))
model_4.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])
model_4.summary()
%%time
# Fit the model
history_4 = model_4.fit(
x_train_os, y_train_os,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_4 = (model_4.predict(x_train_os) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_4 = (model_4.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_4 = (model_4.predict(x_test) > 0.5)
# Display the training loss and validation loss
show_lineplot(data_train = history_4.history['loss'], data_val = history_4.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_4.history['recall'], data_val = history_4.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_4, target_train = y_train_os, predictors_train = y_train_pred_4, target_val = y_val, predictors_val = y_val_pred_4)
# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_4, target = y_train_os, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_4, target = y_val, title = '(Validation)')
Observations:
# Clear backend session
clear_session()
# Create model with Adam optimizer and Dropout using oversampled training data
model_name_5 = 'NN with SMOTE, Adam & Dropout'
model_5 = Sequential()
model_5.add(Dense(units = 8, activation = 'relu', input_dim = x_train_os.shape[1]))
model_5.add(Dropout(rate = 0.4))
model_5.add(Dense(units = 8, activation = 'relu'))
model_5.add(Dropout(rate = 0.1))
model_5.add(Dense(units = 8, activation = 'relu'))
model_5.add(Dense(units = 1, activation = 'sigmoid'))
model_5.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])
model_5.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 8) 96
dropout (Dropout) (None, 8) 0
dense_1 (Dense) (None, 8) 72
dropout_1 (Dropout) (None, 8) 0
dense_2 (Dense) (None, 8) 72
dense_3 (Dense) (None, 1) 9
=================================================================
Total params: 249
Trainable params: 249
Non-trainable params: 0
_________________________________________________________________
%%time
# Fit the model
history_5 = model_5.fit(
x = x_train_os,
y = y_train_os,
batch_size = 200,
validation_data = (x_val, y_val),
epochs = 2000,
verbose = 1
)
Epoch 1/2000 48/48 [==============================] - 1s 7ms/step - loss: 0.7051 - recall: 0.7216 - val_loss: 0.6950 - val_recall: 0.7010 Epoch 2/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6786 - recall: 0.5136 - val_loss: 0.6518 - val_recall: 0.5294 Epoch 3/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6687 - recall: 0.4887 - val_loss: 0.6386 - val_recall: 0.5907 Epoch 4/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6592 - recall: 0.5216 - val_loss: 0.6292 - val_recall: 0.6422 Epoch 5/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6425 - recall: 0.5837 - val_loss: 0.6073 - val_recall: 0.6593 Epoch 6/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6313 - recall: 0.6488 - val_loss: 0.5868 - val_recall: 0.6642 Epoch 7/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.6167 - recall: 0.6628 - val_loss: 0.5826 - val_recall: 0.6789 Epoch 8/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5995 - recall: 0.6898 - val_loss: 0.5617 - val_recall: 0.6716 Epoch 9/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5978 - recall: 0.6938 - val_loss: 0.5676 - val_recall: 0.6887 Epoch 10/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5919 - recall: 0.6988 - val_loss: 0.5613 - val_recall: 0.6789 Epoch 11/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5885 - recall: 0.7124 - val_loss: 0.5561 - val_recall: 0.6887 Epoch 12/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5873 - recall: 0.7260 - val_loss: 0.5592 - val_recall: 0.6936 Epoch 13/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5852 - recall: 0.7110 - val_loss: 0.5546 - val_recall: 0.6863 Epoch 14/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5805 - recall: 0.7216 - val_loss: 0.5610 - val_recall: 0.7083 Epoch 15/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5735 - recall: 0.7369 - val_loss: 0.5497 - val_recall: 0.6936 Epoch 16/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5726 - recall: 0.7271 - val_loss: 0.5542 - val_recall: 0.6985 Epoch 17/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5718 - recall: 0.7332 - val_loss: 0.5529 - val_recall: 0.6961 Epoch 18/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5676 - recall: 0.7281 - val_loss: 0.5518 - val_recall: 0.6936 Epoch 19/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5655 - recall: 0.7290 - val_loss: 0.5570 - val_recall: 0.7034 Epoch 20/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5637 - recall: 0.7430 - val_loss: 0.5470 - val_recall: 0.6936 Epoch 21/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5654 - recall: 0.7271 - val_loss: 0.5447 - val_recall: 0.6936 Epoch 22/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5613 - recall: 0.7279 - val_loss: 0.5444 - val_recall: 0.6936 Epoch 23/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5670 - recall: 0.7290 - val_loss: 0.5526 - val_recall: 0.6985 Epoch 24/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5633 - recall: 0.7359 - val_loss: 0.5519 - val_recall: 0.6985 Epoch 25/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5606 - recall: 0.7371 - val_loss: 0.5522 - val_recall: 0.6985 Epoch 26/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5587 - recall: 0.7359 - val_loss: 0.5443 - val_recall: 0.6863 Epoch 27/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5628 - recall: 0.7221 - val_loss: 0.5510 - val_recall: 0.6887 Epoch 28/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5550 - recall: 0.7338 - val_loss: 0.5534 - val_recall: 0.6936 Epoch 29/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5597 - recall: 0.7262 - val_loss: 0.5458 - val_recall: 0.6936 Epoch 30/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5527 - recall: 0.7285 - val_loss: 0.5463 - val_recall: 0.6961 Epoch 31/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5551 - recall: 0.7323 - val_loss: 0.5468 - val_recall: 0.6936 Epoch 32/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5556 - recall: 0.7298 - val_loss: 0.5541 - val_recall: 0.6961 Epoch 33/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5495 - recall: 0.7290 - val_loss: 0.5529 - val_recall: 0.6985 Epoch 34/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5512 - recall: 0.7329 - val_loss: 0.5457 - val_recall: 0.6936 Epoch 35/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5500 - recall: 0.7311 - val_loss: 0.5490 - val_recall: 0.6961 Epoch 36/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5504 - recall: 0.7262 - val_loss: 0.5481 - val_recall: 0.6887 Epoch 37/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5480 - recall: 0.7352 - val_loss: 0.5426 - val_recall: 0.6863 Epoch 38/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5445 - recall: 0.7313 - val_loss: 0.5444 - val_recall: 0.6887 Epoch 39/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5478 - recall: 0.7308 - val_loss: 0.5456 - val_recall: 0.6961 Epoch 40/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5447 - recall: 0.7288 - val_loss: 0.5514 - val_recall: 0.6985 Epoch 41/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5462 - recall: 0.7288 - val_loss: 0.5465 - val_recall: 0.6961 Epoch 42/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5443 - recall: 0.7357 - val_loss: 0.5401 - val_recall: 0.6936 Epoch 43/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5478 - recall: 0.7329 - val_loss: 0.5465 - val_recall: 0.6961 Epoch 44/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5415 - recall: 0.7398 - val_loss: 0.5405 - val_recall: 0.6961 Epoch 45/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5415 - recall: 0.7380 - val_loss: 0.5476 - val_recall: 0.6985 Epoch 46/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5424 - recall: 0.7373 - val_loss: 0.5453 - val_recall: 0.6961 Epoch 47/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5398 - recall: 0.7367 - val_loss: 0.5412 - val_recall: 0.6936 Epoch 48/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5378 - recall: 0.7342 - val_loss: 0.5490 - val_recall: 0.7010 Epoch 49/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5377 - recall: 0.7457 - val_loss: 0.5416 - val_recall: 0.6961 Epoch 50/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5331 - recall: 0.7409 - val_loss: 0.5516 - val_recall: 0.7157 Epoch 51/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5345 - recall: 0.7426 - val_loss: 0.5393 - val_recall: 0.6961 Epoch 52/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5392 - recall: 0.7436 - val_loss: 0.5382 - val_recall: 0.7034 Epoch 53/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5366 - recall: 0.7436 - val_loss: 0.5431 - val_recall: 0.7181 Epoch 54/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5360 - recall: 0.7539 - val_loss: 0.5454 - val_recall: 0.7255 Epoch 55/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5355 - recall: 0.7463 - val_loss: 0.5349 - val_recall: 0.7108 Epoch 56/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5342 - recall: 0.7403 - val_loss: 0.5439 - val_recall: 0.7230 Epoch 57/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5346 - recall: 0.7568 - val_loss: 0.5229 - val_recall: 0.7059 Epoch 58/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5365 - recall: 0.7415 - val_loss: 0.5390 - val_recall: 0.7230 Epoch 59/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5320 - recall: 0.7545 - val_loss: 0.5392 - val_recall: 0.7279 Epoch 60/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5349 - recall: 0.7526 - val_loss: 0.5338 - val_recall: 0.7181 Epoch 61/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5317 - recall: 0.7520 - val_loss: 0.5352 - val_recall: 0.7230 Epoch 62/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.5343 - recall: 0.7459 - val_loss: 0.5301 - val_recall: 0.7181 Epoch 63/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5321 - recall: 0.7530 - val_loss: 0.5345 - val_recall: 0.7181 Epoch 64/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5302 - recall: 0.7532 - val_loss: 0.5371 - val_recall: 0.7206 Epoch 65/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5285 - recall: 0.7547 - val_loss: 0.5348 - val_recall: 0.7255 Epoch 66/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5308 - recall: 0.7524 - val_loss: 0.5407 - val_recall: 0.7304 Epoch 67/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5280 - recall: 0.7589 - val_loss: 0.5306 - val_recall: 0.7279 Epoch 68/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5261 - recall: 0.7535 - val_loss: 0.5267 - val_recall: 0.7230 Epoch 69/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5298 - recall: 0.7549 - val_loss: 0.5235 - val_recall: 0.7206 Epoch 70/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.5250 - recall: 0.7578 - val_loss: 0.5268 - val_recall: 0.7304 Epoch 71/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5251 - recall: 0.7597 - val_loss: 0.5305 - val_recall: 0.7353 Epoch 72/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5249 - recall: 0.7637 - val_loss: 0.5285 - val_recall: 0.7328 Epoch 73/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5244 - recall: 0.7622 - val_loss: 0.5301 - val_recall: 0.7426 Epoch 74/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5228 - recall: 0.7648 - val_loss: 0.5244 - val_recall: 0.7451 Epoch 75/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5216 - recall: 0.7687 - val_loss: 0.5267 - val_recall: 0.7451 Epoch 76/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5233 - recall: 0.7658 - val_loss: 0.5147 - val_recall: 0.7353 Epoch 77/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5210 - recall: 0.7610 - val_loss: 0.5227 - val_recall: 0.7451 Epoch 78/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5237 - recall: 0.7606 - val_loss: 0.5240 - val_recall: 0.7500 Epoch 79/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5133 - recall: 0.7773 - val_loss: 0.5264 - val_recall: 0.7574 Epoch 80/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5221 - recall: 0.7664 - val_loss: 0.5257 - val_recall: 0.7623 Epoch 81/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5166 - recall: 0.7702 - val_loss: 0.5148 - val_recall: 0.7525 Epoch 82/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5158 - recall: 0.7683 - val_loss: 0.5116 - val_recall: 0.7549 Epoch 83/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5147 - recall: 0.7725 - val_loss: 0.5243 - val_recall: 0.7623 Epoch 84/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5124 - recall: 0.7683 - val_loss: 0.5189 - val_recall: 0.7623 Epoch 85/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5179 - recall: 0.7666 - val_loss: 0.5205 - val_recall: 0.7672 Epoch 86/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5117 - recall: 0.7752 - val_loss: 0.5166 - val_recall: 0.7721 Epoch 87/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5171 - recall: 0.7712 - val_loss: 0.5052 - val_recall: 0.7647 Epoch 88/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5086 - recall: 0.7717 - val_loss: 0.5077 - val_recall: 0.7623 Epoch 89/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5101 - recall: 0.7788 - val_loss: 0.5070 - val_recall: 0.7623 Epoch 90/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5096 - recall: 0.7781 - val_loss: 0.5131 - val_recall: 0.7696 Epoch 91/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5077 - recall: 0.7817 - val_loss: 0.5063 - val_recall: 0.7623 Epoch 92/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7767 - val_loss: 0.5179 - val_recall: 0.7696 Epoch 93/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5097 - recall: 0.7698 - val_loss: 0.5096 - val_recall: 0.7574 Epoch 94/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5069 - recall: 0.7786 - val_loss: 0.5042 - val_recall: 0.7574 Epoch 95/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5096 - recall: 0.7704 - val_loss: 0.5082 - val_recall: 0.7623 Epoch 96/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5056 - recall: 0.7727 - val_loss: 0.5164 - val_recall: 0.7696 Epoch 97/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5046 - recall: 0.7779 - val_loss: 0.5077 - val_recall: 0.7647 Epoch 98/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5025 - recall: 0.7788 - val_loss: 0.4975 - val_recall: 0.7525 Epoch 99/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5020 - recall: 0.7775 - val_loss: 0.5013 - val_recall: 0.7574 Epoch 100/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5032 - recall: 0.7742 - val_loss: 0.5058 - val_recall: 0.7647 Epoch 101/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5028 - recall: 0.7748 - val_loss: 0.5065 - val_recall: 0.7623 Epoch 102/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5009 - recall: 0.7767 - val_loss: 0.5172 - val_recall: 0.7770 Epoch 103/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5058 - recall: 0.7767 - val_loss: 0.5006 - val_recall: 0.7696 Epoch 104/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5015 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.7647 Epoch 105/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7729 - val_loss: 0.5046 - val_recall: 0.7721 Epoch 106/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7798 - val_loss: 0.5029 - val_recall: 0.7696 Epoch 107/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7828 - val_loss: 0.4990 - val_recall: 0.7696 Epoch 108/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7857 - val_loss: 0.4994 - val_recall: 0.7623 Epoch 109/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5037 - recall: 0.7763 - val_loss: 0.5079 - val_recall: 0.7794 Epoch 110/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5031 - recall: 0.7742 - val_loss: 0.5008 - val_recall: 0.7696 Epoch 111/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5008 - recall: 0.7664 - val_loss: 0.5036 - val_recall: 0.7745 Epoch 112/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5017 - recall: 0.7825 - val_loss: 0.5085 - val_recall: 0.7794 Epoch 113/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5013 - recall: 0.7938 - val_loss: 0.4929 - val_recall: 0.7647 Epoch 114/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5005 - recall: 0.7748 - val_loss: 0.4977 - val_recall: 0.7696 Epoch 115/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5010 - recall: 0.7777 - val_loss: 0.5047 - val_recall: 0.7794 Epoch 116/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4970 - recall: 0.7897 - val_loss: 0.5017 - val_recall: 0.7745 Epoch 117/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5023 - recall: 0.7821 - val_loss: 0.4994 - val_recall: 0.7696 Epoch 118/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5029 - recall: 0.7756 - val_loss: 0.5054 - val_recall: 0.7843 Epoch 119/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5010 - recall: 0.7765 - val_loss: 0.4928 - val_recall: 0.7721 Epoch 120/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7867 - val_loss: 0.4847 - val_recall: 0.7623 Epoch 121/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5034 - recall: 0.7689 - val_loss: 0.5079 - val_recall: 0.7819 Epoch 122/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5035 - recall: 0.7689 - val_loss: 0.5100 - val_recall: 0.7868 Epoch 123/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5000 - recall: 0.7781 - val_loss: 0.4964 - val_recall: 0.7721 Epoch 124/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5001 - recall: 0.7792 - val_loss: 0.4912 - val_recall: 0.7696 Epoch 125/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7710 - val_loss: 0.5072 - val_recall: 0.7819 Epoch 126/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7771 - val_loss: 0.4962 - val_recall: 0.7770 Epoch 127/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7775 - val_loss: 0.4975 - val_recall: 0.7794 Epoch 128/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7794 - val_loss: 0.4868 - val_recall: 0.7672 Epoch 129/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7807 - val_loss: 0.4823 - val_recall: 0.7574 Epoch 130/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7800 - val_loss: 0.4971 - val_recall: 0.7794 Epoch 131/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5019 - recall: 0.7704 - val_loss: 0.4936 - val_recall: 0.7721 Epoch 132/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7777 - val_loss: 0.4901 - val_recall: 0.7770 Epoch 133/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7673 - val_loss: 0.5046 - val_recall: 0.7794 Epoch 134/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5027 - recall: 0.7765 - val_loss: 0.4915 - val_recall: 0.7770 Epoch 135/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4986 - recall: 0.7792 - val_loss: 0.4853 - val_recall: 0.7696 Epoch 136/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.7712 - val_loss: 0.4865 - val_recall: 0.7721 Epoch 137/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7781 - val_loss: 0.4906 - val_recall: 0.7819 Epoch 138/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7746 - val_loss: 0.4885 - val_recall: 0.7794 Epoch 139/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7664 - val_loss: 0.5059 - val_recall: 0.7917 Epoch 140/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7763 - val_loss: 0.4916 - val_recall: 0.7794 Epoch 141/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5002 - recall: 0.7746 - val_loss: 0.4904 - val_recall: 0.7745 Epoch 142/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5023 - recall: 0.7740 - val_loss: 0.4864 - val_recall: 0.7696 Epoch 143/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7677 - val_loss: 0.4864 - val_recall: 0.7770 Epoch 144/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7758 - val_loss: 0.4874 - val_recall: 0.7721 Epoch 145/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7792 - val_loss: 0.4969 - val_recall: 0.7819 Epoch 146/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7811 - val_loss: 0.4887 - val_recall: 0.7745 Epoch 147/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5016 - recall: 0.7656 - val_loss: 0.4949 - val_recall: 0.7819 Epoch 148/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7750 - val_loss: 0.4929 - val_recall: 0.7868 Epoch 149/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7744 - val_loss: 0.4965 - val_recall: 0.7843 Epoch 150/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5000 - recall: 0.7763 - val_loss: 0.4933 - val_recall: 0.7794 Epoch 151/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7779 - val_loss: 0.5016 - val_recall: 0.7843 Epoch 152/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7750 - val_loss: 0.4896 - val_recall: 0.7745 Epoch 153/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4961 - recall: 0.7777 - val_loss: 0.4959 - val_recall: 0.7819 Epoch 154/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7727 - val_loss: 0.4841 - val_recall: 0.7770 Epoch 155/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5022 - recall: 0.7683 - val_loss: 0.4943 - val_recall: 0.7794 Epoch 156/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7740 - val_loss: 0.4962 - val_recall: 0.7794 Epoch 157/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7717 - val_loss: 0.4943 - val_recall: 0.7819 Epoch 158/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7748 - val_loss: 0.4996 - val_recall: 0.7819 Epoch 159/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4986 - recall: 0.7802 - val_loss: 0.4917 - val_recall: 0.7745 Epoch 160/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7692 - val_loss: 0.4941 - val_recall: 0.7794 Epoch 161/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4990 - recall: 0.7767 - val_loss: 0.4996 - val_recall: 0.7868 Epoch 162/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7710 - val_loss: 0.4892 - val_recall: 0.7794 Epoch 163/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7742 - val_loss: 0.5015 - val_recall: 0.7868 Epoch 164/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7811 - val_loss: 0.4976 - val_recall: 0.7868 Epoch 165/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7740 - val_loss: 0.4879 - val_recall: 0.7794 Epoch 166/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7687 - val_loss: 0.4929 - val_recall: 0.7843 Epoch 167/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5006 - recall: 0.7796 - val_loss: 0.4864 - val_recall: 0.7770 Epoch 168/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7727 - val_loss: 0.4918 - val_recall: 0.7819 Epoch 169/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7698 - val_loss: 0.4904 - val_recall: 0.7819 Epoch 170/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7794 - val_loss: 0.4876 - val_recall: 0.7819 Epoch 171/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7761 - val_loss: 0.4960 - val_recall: 0.7868 Epoch 172/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7805 - val_loss: 0.4897 - val_recall: 0.7819 Epoch 173/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7811 - val_loss: 0.4827 - val_recall: 0.7794 Epoch 174/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7781 - val_loss: 0.5010 - val_recall: 0.7892 Epoch 175/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7740 - val_loss: 0.4848 - val_recall: 0.7794 Epoch 176/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.7733 - val_loss: 0.4847 - val_recall: 0.7819 Epoch 177/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5004 - recall: 0.7733 - val_loss: 0.4787 - val_recall: 0.7721 Epoch 178/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7666 - val_loss: 0.4866 - val_recall: 0.7843 Epoch 179/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7800 - val_loss: 0.4845 - val_recall: 0.7770 Epoch 180/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4992 - recall: 0.7683 - val_loss: 0.5107 - val_recall: 0.7892 Epoch 181/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7717 - val_loss: 0.4920 - val_recall: 0.7843 Epoch 182/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7792 - val_loss: 0.4861 - val_recall: 0.7843 Epoch 183/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7750 - val_loss: 0.4914 - val_recall: 0.7868 Epoch 184/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7792 - val_loss: 0.4896 - val_recall: 0.7868 Epoch 185/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7765 - val_loss: 0.4816 - val_recall: 0.7819 Epoch 186/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7746 - val_loss: 0.4868 - val_recall: 0.7843 Epoch 187/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7771 - val_loss: 0.4994 - val_recall: 0.7892 Epoch 188/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4966 - recall: 0.7794 - val_loss: 0.4921 - val_recall: 0.7917 Epoch 189/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7771 - val_loss: 0.4885 - val_recall: 0.7868 Epoch 190/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7781 - val_loss: 0.4924 - val_recall: 0.7892 Epoch 191/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7828 - val_loss: 0.4829 - val_recall: 0.7819 Epoch 192/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7800 - val_loss: 0.4796 - val_recall: 0.7868 Epoch 193/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7738 - val_loss: 0.4907 - val_recall: 0.7892 Epoch 194/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7744 - val_loss: 0.4922 - val_recall: 0.7892 Epoch 195/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7848 - val_loss: 0.4906 - val_recall: 0.7892 Epoch 196/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7758 - val_loss: 0.4924 - val_recall: 0.7843 Epoch 197/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7798 - val_loss: 0.4900 - val_recall: 0.7868 Epoch 198/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7721 - val_loss: 0.4950 - val_recall: 0.7892 Epoch 199/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7836 - val_loss: 0.4868 - val_recall: 0.7843 Epoch 200/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7731 - val_loss: 0.4923 - val_recall: 0.7868 Epoch 201/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7754 - val_loss: 0.4868 - val_recall: 0.7819 Epoch 202/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7765 - val_loss: 0.4839 - val_recall: 0.7819 Epoch 203/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7742 - val_loss: 0.4994 - val_recall: 0.7892 Epoch 204/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7786 - val_loss: 0.4908 - val_recall: 0.7794 Epoch 205/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7777 - val_loss: 0.4850 - val_recall: 0.7819 Epoch 206/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7771 - val_loss: 0.4850 - val_recall: 0.7843 Epoch 207/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7704 - val_loss: 0.4971 - val_recall: 0.7892 Epoch 208/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7805 - val_loss: 0.4842 - val_recall: 0.7819 Epoch 209/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4952 - recall: 0.7805 - val_loss: 0.4764 - val_recall: 0.7794 Epoch 210/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7769 - val_loss: 0.4950 - val_recall: 0.7868 Epoch 211/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7773 - val_loss: 0.4908 - val_recall: 0.7868 Epoch 212/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7746 - val_loss: 0.4827 - val_recall: 0.7843 Epoch 213/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7704 - val_loss: 0.4918 - val_recall: 0.7843 Epoch 214/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7761 - val_loss: 0.4930 - val_recall: 0.7868 Epoch 215/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7775 - val_loss: 0.4891 - val_recall: 0.7868 Epoch 216/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7775 - val_loss: 0.4931 - val_recall: 0.7892 Epoch 217/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7773 - val_loss: 0.4872 - val_recall: 0.7819 Epoch 218/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7748 - val_loss: 0.4883 - val_recall: 0.7843 Epoch 219/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7807 - val_loss: 0.4927 - val_recall: 0.7892 Epoch 220/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7821 - val_loss: 0.4823 - val_recall: 0.7843 Epoch 221/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7767 - val_loss: 0.4900 - val_recall: 0.7868 Epoch 222/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7853 - val_loss: 0.4803 - val_recall: 0.7868 Epoch 223/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4813 - val_recall: 0.7892 Epoch 224/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7802 - val_loss: 0.4950 - val_recall: 0.7941 Epoch 225/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7819 - val_loss: 0.4892 - val_recall: 0.7917 Epoch 226/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7805 - val_loss: 0.4916 - val_recall: 0.7941 Epoch 227/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7773 - val_loss: 0.4987 - val_recall: 0.7941 Epoch 228/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7758 - val_loss: 0.4846 - val_recall: 0.7868 Epoch 229/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7817 - val_loss: 0.4924 - val_recall: 0.7917 Epoch 230/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7884 - val_loss: 0.4894 - val_recall: 0.7892 Epoch 231/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7767 - val_loss: 0.4939 - val_recall: 0.7966 Epoch 232/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7838 - val_loss: 0.4924 - val_recall: 0.7892 Epoch 233/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7758 - val_loss: 0.4905 - val_recall: 0.7868 Epoch 234/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7779 - val_loss: 0.4840 - val_recall: 0.7917 Epoch 235/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4999 - recall: 0.7748 - val_loss: 0.4928 - val_recall: 0.7941 Epoch 236/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7802 - val_loss: 0.4949 - val_recall: 0.7966 Epoch 237/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7798 - val_loss: 0.4886 - val_recall: 0.7917 Epoch 238/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7750 - val_loss: 0.4876 - val_recall: 0.7868 Epoch 239/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7861 - val_loss: 0.4813 - val_recall: 0.7917 Epoch 240/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7802 - val_loss: 0.4885 - val_recall: 0.7917 Epoch 241/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7821 - val_loss: 0.4827 - val_recall: 0.7892 Epoch 242/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7790 - val_loss: 0.5004 - val_recall: 0.7990 Epoch 243/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7727 - val_loss: 0.4927 - val_recall: 0.7917 Epoch 244/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7821 - val_loss: 0.4835 - val_recall: 0.7843 Epoch 245/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7781 - val_loss: 0.4932 - val_recall: 0.7892 Epoch 246/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7819 - val_loss: 0.5011 - val_recall: 0.7941 Epoch 247/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7844 - val_loss: 0.4913 - val_recall: 0.7868 Epoch 248/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7765 - val_loss: 0.4874 - val_recall: 0.7868 Epoch 249/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7865 - val_loss: 0.4900 - val_recall: 0.7868 Epoch 250/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7765 - val_loss: 0.4912 - val_recall: 0.7941 Epoch 251/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4966 - recall: 0.7836 - val_loss: 0.4863 - val_recall: 0.7892 Epoch 252/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7821 - val_loss: 0.4908 - val_recall: 0.7941 Epoch 253/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7842 - val_loss: 0.4911 - val_recall: 0.7941 Epoch 254/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7781 - val_loss: 0.4963 - val_recall: 0.7966 Epoch 255/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7838 - val_loss: 0.4863 - val_recall: 0.7892 Epoch 256/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7821 - val_loss: 0.4945 - val_recall: 0.7941 Epoch 257/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7779 - val_loss: 0.5147 - val_recall: 0.8064 Epoch 258/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7809 - val_loss: 0.4928 - val_recall: 0.7990 Epoch 259/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7775 - val_loss: 0.4930 - val_recall: 0.7868 Epoch 260/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7733 - val_loss: 0.4869 - val_recall: 0.7892 Epoch 261/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7809 - val_loss: 0.4795 - val_recall: 0.7868 Epoch 262/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7754 - val_loss: 0.4953 - val_recall: 0.7941 Epoch 263/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7802 - val_loss: 0.4857 - val_recall: 0.7966 Epoch 264/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7802 - val_loss: 0.4911 - val_recall: 0.7990 Epoch 265/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4838 - val_recall: 0.7966 Epoch 266/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7823 - val_loss: 0.4880 - val_recall: 0.7966 Epoch 267/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7853 - val_loss: 0.4920 - val_recall: 0.7966 Epoch 268/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7792 - val_loss: 0.4904 - val_recall: 0.7917 Epoch 269/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7805 - val_loss: 0.4954 - val_recall: 0.8015 Epoch 270/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4974 - recall: 0.7817 - val_loss: 0.5008 - val_recall: 0.7966 Epoch 271/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7823 - val_loss: 0.4858 - val_recall: 0.7917 Epoch 272/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4981 - recall: 0.7733 - val_loss: 0.4881 - val_recall: 0.7917 Epoch 273/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7834 - val_loss: 0.4984 - val_recall: 0.7990 Epoch 274/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7809 - val_loss: 0.4914 - val_recall: 0.7966 Epoch 275/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7771 - val_loss: 0.4983 - val_recall: 0.7941 Epoch 276/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7771 - val_loss: 0.5072 - val_recall: 0.7990 Epoch 277/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7867 - val_loss: 0.4824 - val_recall: 0.7892 Epoch 278/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7853 - val_loss: 0.4843 - val_recall: 0.7892 Epoch 279/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4937 - recall: 0.7777 - val_loss: 0.4957 - val_recall: 0.7917 Epoch 280/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7842 - val_loss: 0.4866 - val_recall: 0.7868 Epoch 281/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7800 - val_loss: 0.4908 - val_recall: 0.7917 Epoch 282/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7796 - val_loss: 0.4877 - val_recall: 0.7917 Epoch 283/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7754 - val_loss: 0.4919 - val_recall: 0.7966 Epoch 284/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7761 - val_loss: 0.4938 - val_recall: 0.7941 Epoch 285/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7836 - val_loss: 0.4882 - val_recall: 0.7941 Epoch 286/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7802 - val_loss: 0.4945 - val_recall: 0.8015 Epoch 287/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7863 - val_loss: 0.4834 - val_recall: 0.7941 Epoch 288/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7792 - val_loss: 0.4859 - val_recall: 0.7892 Epoch 289/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7821 - val_loss: 0.4923 - val_recall: 0.7941 Epoch 290/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5001 - recall: 0.7752 - val_loss: 0.4953 - val_recall: 0.7917 Epoch 291/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7842 - val_loss: 0.4928 - val_recall: 0.7941 Epoch 292/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7809 - val_loss: 0.4863 - val_recall: 0.7868 Epoch 293/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7779 - val_loss: 0.4961 - val_recall: 0.7966 Epoch 294/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7823 - val_loss: 0.4929 - val_recall: 0.7892 Epoch 295/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7788 - val_loss: 0.4939 - val_recall: 0.7966 Epoch 296/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7781 - val_loss: 0.4881 - val_recall: 0.7917 Epoch 297/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7811 - val_loss: 0.4948 - val_recall: 0.7990 Epoch 298/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7731 - val_loss: 0.4982 - val_recall: 0.7990 Epoch 299/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7773 - val_loss: 0.4917 - val_recall: 0.8015 Epoch 300/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7832 - val_loss: 0.4826 - val_recall: 0.7941 Epoch 301/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7727 - val_loss: 0.4927 - val_recall: 0.7990 Epoch 302/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7779 - val_loss: 0.5033 - val_recall: 0.8064 Epoch 303/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7832 - val_loss: 0.4823 - val_recall: 0.7917 Epoch 304/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7819 - val_loss: 0.4812 - val_recall: 0.7917 Epoch 305/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7823 - val_loss: 0.4910 - val_recall: 0.7966 Epoch 306/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7828 - val_loss: 0.4899 - val_recall: 0.7990 Epoch 307/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4940 - recall: 0.7840 - val_loss: 0.4859 - val_recall: 0.7990 Epoch 308/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7861 - val_loss: 0.4909 - val_recall: 0.7990 Epoch 309/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7865 - val_loss: 0.4931 - val_recall: 0.7966 Epoch 310/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7842 - val_loss: 0.4886 - val_recall: 0.7966 Epoch 311/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7733 - val_loss: 0.4936 - val_recall: 0.7892 Epoch 312/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7819 - val_loss: 0.4820 - val_recall: 0.7843 Epoch 313/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7832 - val_loss: 0.4796 - val_recall: 0.7917 Epoch 314/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7828 - val_loss: 0.4865 - val_recall: 0.7917 Epoch 315/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7838 - val_loss: 0.4929 - val_recall: 0.7990 Epoch 316/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4945 - recall: 0.7836 - val_loss: 0.4847 - val_recall: 0.7966 Epoch 317/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4910 - recall: 0.7857 - val_loss: 0.4862 - val_recall: 0.7966 Epoch 318/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4907 - recall: 0.7899 - val_loss: 0.4893 - val_recall: 0.7990 Epoch 319/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7830 - val_loss: 0.4945 - val_recall: 0.8039 Epoch 320/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4952 - recall: 0.7842 - val_loss: 0.4957 - val_recall: 0.8015 Epoch 321/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7823 - val_loss: 0.4890 - val_recall: 0.8039 Epoch 322/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7895 - val_loss: 0.4822 - val_recall: 0.8015 Epoch 323/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7842 - val_loss: 0.4825 - val_recall: 0.7941 Epoch 324/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7805 - val_loss: 0.4883 - val_recall: 0.7990 Epoch 325/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7853 - val_loss: 0.4777 - val_recall: 0.7819 Epoch 326/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7756 - val_loss: 0.4922 - val_recall: 0.7966 Epoch 327/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.4966 - val_recall: 0.8039 Epoch 328/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7800 - val_loss: 0.4906 - val_recall: 0.7941 Epoch 329/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7796 - val_loss: 0.4894 - val_recall: 0.8015 Epoch 330/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7798 - val_loss: 0.4890 - val_recall: 0.7966 Epoch 331/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7863 - val_loss: 0.4836 - val_recall: 0.7941 Epoch 332/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7775 - val_loss: 0.4961 - val_recall: 0.8015 Epoch 333/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7750 - val_loss: 0.4975 - val_recall: 0.8039 Epoch 334/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7779 - val_loss: 0.4907 - val_recall: 0.7990 Epoch 335/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7809 - val_loss: 0.4940 - val_recall: 0.8039 Epoch 336/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7729 - val_loss: 0.4973 - val_recall: 0.8015 Epoch 337/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7721 - val_loss: 0.4977 - val_recall: 0.8039 Epoch 338/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7903 - val_loss: 0.4857 - val_recall: 0.7892 Epoch 339/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7861 - val_loss: 0.4885 - val_recall: 0.7941 Epoch 340/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7834 - val_loss: 0.4815 - val_recall: 0.7892 Epoch 341/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7857 - val_loss: 0.4891 - val_recall: 0.7966 Epoch 342/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7865 - val_loss: 0.4904 - val_recall: 0.7990 Epoch 343/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7809 - val_loss: 0.4860 - val_recall: 0.8015 Epoch 344/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7909 - val_loss: 0.4805 - val_recall: 0.7941 Epoch 345/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7924 - val_loss: 0.4787 - val_recall: 0.7966 Epoch 346/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7817 - val_loss: 0.4940 - val_recall: 0.8039 Epoch 347/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7865 - val_loss: 0.4952 - val_recall: 0.7990 Epoch 348/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7899 - val_loss: 0.4867 - val_recall: 0.8015 Epoch 349/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4960 - recall: 0.7767 - val_loss: 0.4935 - val_recall: 0.8015 Epoch 350/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7907 - val_loss: 0.4919 - val_recall: 0.8039 Epoch 351/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7844 - val_loss: 0.4977 - val_recall: 0.8015 Epoch 352/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7794 - val_loss: 0.4825 - val_recall: 0.7917 Epoch 353/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7869 - val_loss: 0.4835 - val_recall: 0.7990 Epoch 354/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7823 - val_loss: 0.4827 - val_recall: 0.7941 Epoch 355/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7794 - val_loss: 0.4920 - val_recall: 0.8015 Epoch 356/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7761 - val_loss: 0.5049 - val_recall: 0.8113 Epoch 357/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7838 - val_loss: 0.4899 - val_recall: 0.8039 Epoch 358/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7842 - val_loss: 0.4856 - val_recall: 0.8039 Epoch 359/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7871 - val_loss: 0.4900 - val_recall: 0.8039 Epoch 360/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7821 - val_loss: 0.4827 - val_recall: 0.7966 Epoch 361/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7807 - val_loss: 0.4877 - val_recall: 0.7990 Epoch 362/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7892 - val_loss: 0.4834 - val_recall: 0.7966 Epoch 363/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7848 - val_loss: 0.4963 - val_recall: 0.8039 Epoch 364/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7802 - val_loss: 0.4872 - val_recall: 0.8015 Epoch 365/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7857 - val_loss: 0.4862 - val_recall: 0.8015 Epoch 366/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7805 - val_loss: 0.4805 - val_recall: 0.7990 Epoch 367/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7800 - val_loss: 0.4886 - val_recall: 0.8015 Epoch 368/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7880 - val_loss: 0.4824 - val_recall: 0.7990 Epoch 369/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7851 - val_loss: 0.4840 - val_recall: 0.8015 Epoch 370/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7733 - val_loss: 0.4867 - val_recall: 0.7941 Epoch 371/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7813 - val_loss: 0.4783 - val_recall: 0.7917 Epoch 372/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7832 - val_loss: 0.4864 - val_recall: 0.8064 Epoch 373/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7871 - val_loss: 0.4870 - val_recall: 0.8088 Epoch 374/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7905 - val_loss: 0.4859 - val_recall: 0.8064 Epoch 375/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7811 - val_loss: 0.4829 - val_recall: 0.8039 Epoch 376/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7882 - val_loss: 0.4859 - val_recall: 0.8039 Epoch 377/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7836 - val_loss: 0.4758 - val_recall: 0.7966 Epoch 378/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7784 - val_loss: 0.4748 - val_recall: 0.7990 Epoch 379/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7815 - val_loss: 0.4831 - val_recall: 0.8015 Epoch 380/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7892 - val_loss: 0.4811 - val_recall: 0.8015 Epoch 381/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7851 - val_loss: 0.4911 - val_recall: 0.8015 Epoch 382/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7832 - val_loss: 0.4801 - val_recall: 0.7966 Epoch 383/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7907 - val_loss: 0.4745 - val_recall: 0.8015 Epoch 384/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4887 - recall: 0.7842 - val_loss: 0.4802 - val_recall: 0.7990 Epoch 385/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7913 - val_loss: 0.4822 - val_recall: 0.8039 Epoch 386/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4940 - recall: 0.7815 - val_loss: 0.4887 - val_recall: 0.8064 Epoch 387/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4905 - recall: 0.7880 - val_loss: 0.4829 - val_recall: 0.8015 Epoch 388/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4964 - recall: 0.7876 - val_loss: 0.4906 - val_recall: 0.8113 Epoch 389/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7825 - val_loss: 0.4894 - val_recall: 0.8088 Epoch 390/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7836 - val_loss: 0.4896 - val_recall: 0.8015 Epoch 391/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7775 - val_loss: 0.4813 - val_recall: 0.7966 Epoch 392/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7823 - val_loss: 0.4856 - val_recall: 0.8113 Epoch 393/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.8015 Epoch 394/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7830 - val_loss: 0.4934 - val_recall: 0.8162 Epoch 395/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7880 - val_loss: 0.4946 - val_recall: 0.8137 Epoch 396/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7848 - val_loss: 0.4848 - val_recall: 0.8015 Epoch 397/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7813 - val_loss: 0.4858 - val_recall: 0.8015 Epoch 398/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4946 - recall: 0.7710 - val_loss: 0.4916 - val_recall: 0.8088 Epoch 399/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7754 - val_loss: 0.4987 - val_recall: 0.8137 Epoch 400/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4913 - val_recall: 0.8039 Epoch 401/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7867 - val_loss: 0.4814 - val_recall: 0.8015 Epoch 402/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7817 - val_loss: 0.4746 - val_recall: 0.7892 Epoch 403/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7802 - val_loss: 0.4863 - val_recall: 0.7990 Epoch 404/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7880 - val_loss: 0.4818 - val_recall: 0.7941 Epoch 405/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7798 - val_loss: 0.4839 - val_recall: 0.7917 Epoch 406/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7846 - val_loss: 0.4835 - val_recall: 0.8015 Epoch 407/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7779 - val_loss: 0.4800 - val_recall: 0.7990 Epoch 408/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7838 - val_loss: 0.4840 - val_recall: 0.8113 Epoch 409/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7882 - val_loss: 0.4790 - val_recall: 0.7966 Epoch 410/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7828 - val_loss: 0.4900 - val_recall: 0.8064 Epoch 411/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7790 - val_loss: 0.4849 - val_recall: 0.8039 Epoch 412/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7869 - val_loss: 0.4966 - val_recall: 0.8162 Epoch 413/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7861 - val_loss: 0.4727 - val_recall: 0.7941 Epoch 414/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7809 - val_loss: 0.4882 - val_recall: 0.7966 Epoch 415/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7790 - val_loss: 0.4886 - val_recall: 0.8039 Epoch 416/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4951 - recall: 0.7840 - val_loss: 0.5031 - val_recall: 0.8113 Epoch 417/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7838 - val_loss: 0.4789 - val_recall: 0.7941 Epoch 418/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7773 - val_loss: 0.4885 - val_recall: 0.7966 Epoch 419/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7744 - val_loss: 0.4936 - val_recall: 0.8015 Epoch 420/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7851 - val_loss: 0.4894 - val_recall: 0.8088 Epoch 421/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7834 - val_loss: 0.4776 - val_recall: 0.7941 Epoch 422/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7836 - val_loss: 0.4940 - val_recall: 0.8064 Epoch 423/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7796 - val_loss: 0.4810 - val_recall: 0.7990 Epoch 424/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7851 - val_loss: 0.4833 - val_recall: 0.7966 Epoch 425/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7809 - val_loss: 0.4875 - val_recall: 0.8039 Epoch 426/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7838 - val_loss: 0.4836 - val_recall: 0.8015 Epoch 427/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7815 - val_loss: 0.4902 - val_recall: 0.8015 Epoch 428/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7809 - val_loss: 0.4878 - val_recall: 0.8088 Epoch 429/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7890 - val_loss: 0.4812 - val_recall: 0.7990 Epoch 430/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7930 - val_loss: 0.4821 - val_recall: 0.7941 Epoch 431/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7874 - val_loss: 0.4846 - val_recall: 0.8039 Epoch 432/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7830 - val_loss: 0.4884 - val_recall: 0.8015 Epoch 433/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7878 - val_loss: 0.4894 - val_recall: 0.8064 Epoch 434/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7763 - val_loss: 0.4887 - val_recall: 0.8088 Epoch 435/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7886 - val_loss: 0.4855 - val_recall: 0.8064 Epoch 436/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7800 - val_loss: 0.4807 - val_recall: 0.7966 Epoch 437/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7828 - val_loss: 0.4860 - val_recall: 0.7941 Epoch 438/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7838 - val_loss: 0.4894 - val_recall: 0.8064 Epoch 439/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7825 - val_loss: 0.4976 - val_recall: 0.8162 Epoch 440/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7890 - val_loss: 0.4930 - val_recall: 0.7990 Epoch 441/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7867 - val_loss: 0.4974 - val_recall: 0.8162 Epoch 442/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7800 - val_loss: 0.5016 - val_recall: 0.8137 Epoch 443/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7784 - val_loss: 0.4759 - val_recall: 0.8015 Epoch 444/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7909 - val_loss: 0.4808 - val_recall: 0.8039 Epoch 445/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7882 - val_loss: 0.4901 - val_recall: 0.8113 Epoch 446/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7871 - val_loss: 0.4906 - val_recall: 0.8088 Epoch 447/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7897 - val_loss: 0.4859 - val_recall: 0.8064 Epoch 448/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7901 - val_loss: 0.4866 - val_recall: 0.8113 Epoch 449/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7807 - val_loss: 0.4915 - val_recall: 0.8088 Epoch 450/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7819 - val_loss: 0.4949 - val_recall: 0.8088 Epoch 451/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7848 - val_loss: 0.4782 - val_recall: 0.8015 Epoch 452/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7813 - val_loss: 0.4927 - val_recall: 0.8015 Epoch 453/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7830 - val_loss: 0.5060 - val_recall: 0.8162 Epoch 454/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7909 - val_loss: 0.4847 - val_recall: 0.8064 Epoch 455/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7874 - val_loss: 0.4804 - val_recall: 0.7966 Epoch 456/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7848 - val_loss: 0.5055 - val_recall: 0.8137 Epoch 457/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7888 - val_loss: 0.4902 - val_recall: 0.8015 Epoch 458/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7819 - val_loss: 0.4930 - val_recall: 0.8064 Epoch 459/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7813 - val_loss: 0.4994 - val_recall: 0.8088 Epoch 460/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7882 - val_loss: 0.4899 - val_recall: 0.8064 Epoch 461/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7884 - val_loss: 0.4901 - val_recall: 0.8088 Epoch 462/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7853 - val_loss: 0.4881 - val_recall: 0.8064 Epoch 463/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7851 - val_loss: 0.4812 - val_recall: 0.8113 Epoch 464/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7890 - val_loss: 0.4795 - val_recall: 0.8088 Epoch 465/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7859 - val_loss: 0.4914 - val_recall: 0.8088 Epoch 466/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4926 - recall: 0.7830 - val_loss: 0.4923 - val_recall: 0.8039 Epoch 467/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7817 - val_loss: 0.4815 - val_recall: 0.8015 Epoch 468/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7859 - val_loss: 0.4913 - val_recall: 0.8113 Epoch 469/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7811 - val_loss: 0.4958 - val_recall: 0.8113 Epoch 470/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7895 - val_loss: 0.4893 - val_recall: 0.8064 Epoch 471/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7790 - val_loss: 0.4968 - val_recall: 0.8064 Epoch 472/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7928 - val_loss: 0.4887 - val_recall: 0.8039 Epoch 473/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7809 - val_loss: 0.4933 - val_recall: 0.8088 Epoch 474/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7830 - val_loss: 0.4824 - val_recall: 0.8039 Epoch 475/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7899 - val_loss: 0.4859 - val_recall: 0.8088 Epoch 476/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7928 - val_loss: 0.4887 - val_recall: 0.8015 Epoch 477/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7876 - val_loss: 0.4793 - val_recall: 0.8015 Epoch 478/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8088 Epoch 479/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.4845 - val_recall: 0.7990 Epoch 480/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7857 - val_loss: 0.4847 - val_recall: 0.7990 Epoch 481/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7817 - val_loss: 0.4749 - val_recall: 0.7917 Epoch 482/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7855 - val_loss: 0.4828 - val_recall: 0.8039 Epoch 483/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7844 - val_loss: 0.4862 - val_recall: 0.8064 Epoch 484/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7859 - val_loss: 0.4939 - val_recall: 0.8088 Epoch 485/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7913 - val_loss: 0.4830 - val_recall: 0.8015 Epoch 486/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7846 - val_loss: 0.4861 - val_recall: 0.8113 Epoch 487/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7878 - val_loss: 0.4916 - val_recall: 0.8064 Epoch 488/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7794 - val_loss: 0.4936 - val_recall: 0.8039 Epoch 489/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7828 - val_loss: 0.4797 - val_recall: 0.8039 Epoch 490/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7771 - val_loss: 0.4863 - val_recall: 0.7990 Epoch 491/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7855 - val_loss: 0.4869 - val_recall: 0.8064 Epoch 492/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7840 - val_loss: 0.4837 - val_recall: 0.8088 Epoch 493/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7830 - val_loss: 0.4835 - val_recall: 0.8039 Epoch 494/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7817 - val_loss: 0.4912 - val_recall: 0.8088 Epoch 495/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7848 - val_loss: 0.4980 - val_recall: 0.8137 Epoch 496/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7895 - val_loss: 0.4818 - val_recall: 0.8113 Epoch 497/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7861 - val_loss: 0.4795 - val_recall: 0.8064 Epoch 498/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7792 - val_loss: 0.4882 - val_recall: 0.8113 Epoch 499/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7924 - val_loss: 0.4748 - val_recall: 0.8039 Epoch 500/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7832 - val_loss: 0.4905 - val_recall: 0.8113 Epoch 501/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7830 - val_loss: 0.4925 - val_recall: 0.8137 Epoch 502/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7840 - val_loss: 0.5029 - val_recall: 0.8162 Epoch 503/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7884 - val_loss: 0.4907 - val_recall: 0.8113 Epoch 504/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7832 - val_loss: 0.4877 - val_recall: 0.8064 Epoch 505/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7865 - val_loss: 0.4909 - val_recall: 0.8137 Epoch 506/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7911 - val_loss: 0.4850 - val_recall: 0.8088 Epoch 507/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7880 - val_loss: 0.4884 - val_recall: 0.8088 Epoch 508/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7821 - val_loss: 0.4842 - val_recall: 0.8064 Epoch 509/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7848 - val_loss: 0.4906 - val_recall: 0.8088 Epoch 510/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7857 - val_loss: 0.4904 - val_recall: 0.8039 Epoch 511/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7886 - val_loss: 0.4777 - val_recall: 0.8039 Epoch 512/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7798 - val_loss: 0.4907 - val_recall: 0.8015 Epoch 513/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7840 - val_loss: 0.4880 - val_recall: 0.8113 Epoch 514/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7857 - val_loss: 0.4766 - val_recall: 0.8039 Epoch 515/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7809 - val_loss: 0.4889 - val_recall: 0.8113 Epoch 516/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7821 - val_loss: 0.4844 - val_recall: 0.8113 Epoch 517/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7869 - val_loss: 0.4916 - val_recall: 0.8162 Epoch 518/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7848 - val_loss: 0.4982 - val_recall: 0.8137 Epoch 519/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7813 - val_loss: 0.4958 - val_recall: 0.8137 Epoch 520/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7897 - val_loss: 0.4973 - val_recall: 0.8186 Epoch 521/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4982 - recall: 0.7861 - val_loss: 0.4863 - val_recall: 0.8113 Epoch 522/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7865 - val_loss: 0.4908 - val_recall: 0.8137 Epoch 523/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7828 - val_loss: 0.4892 - val_recall: 0.8088 Epoch 524/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7884 - val_loss: 0.4858 - val_recall: 0.8113 Epoch 525/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7805 - val_loss: 0.4807 - val_recall: 0.8064 Epoch 526/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7821 - val_loss: 0.4890 - val_recall: 0.8064 Epoch 527/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4985 - recall: 0.7844 - val_loss: 0.4896 - val_recall: 0.8088 Epoch 528/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7907 - val_loss: 0.4908 - val_recall: 0.8113 Epoch 529/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7828 - val_loss: 0.4890 - val_recall: 0.8088 Epoch 530/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7859 - val_loss: 0.4870 - val_recall: 0.8088 Epoch 531/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7861 - val_loss: 0.4868 - val_recall: 0.8088 Epoch 532/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7857 - val_loss: 0.4921 - val_recall: 0.8088 Epoch 533/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7932 - val_loss: 0.4848 - val_recall: 0.8039 Epoch 534/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7911 - val_loss: 0.4845 - val_recall: 0.8039 Epoch 535/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7790 - val_loss: 0.4860 - val_recall: 0.7990 Epoch 536/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7876 - val_loss: 0.4770 - val_recall: 0.7990 Epoch 537/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7838 - val_loss: 0.4913 - val_recall: 0.7990 Epoch 538/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7855 - val_loss: 0.4826 - val_recall: 0.7941 Epoch 539/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7825 - val_loss: 0.4866 - val_recall: 0.8064 Epoch 540/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7857 - val_loss: 0.4879 - val_recall: 0.8015 Epoch 541/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7821 - val_loss: 0.4858 - val_recall: 0.8015 Epoch 542/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7809 - val_loss: 0.4839 - val_recall: 0.7990 Epoch 543/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4984 - recall: 0.7786 - val_loss: 0.4814 - val_recall: 0.8064 Epoch 544/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7878 - val_loss: 0.4910 - val_recall: 0.8088 Epoch 545/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7874 - val_loss: 0.4921 - val_recall: 0.8088 Epoch 546/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7867 - val_loss: 0.4843 - val_recall: 0.8064 Epoch 547/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4883 - val_recall: 0.8137 Epoch 548/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7901 - val_loss: 0.4965 - val_recall: 0.8064 Epoch 549/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7834 - val_loss: 0.4882 - val_recall: 0.8088 Epoch 550/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7882 - val_loss: 0.4852 - val_recall: 0.8064 Epoch 551/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7853 - val_loss: 0.4873 - val_recall: 0.8211 Epoch 552/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7880 - val_loss: 0.4870 - val_recall: 0.8137 Epoch 553/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7859 - val_loss: 0.4882 - val_recall: 0.8113 Epoch 554/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7842 - val_loss: 0.4836 - val_recall: 0.8039 Epoch 555/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7882 - val_loss: 0.4839 - val_recall: 0.8088 Epoch 556/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7846 - val_loss: 0.4853 - val_recall: 0.8064 Epoch 557/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7880 - val_loss: 0.4782 - val_recall: 0.8113 Epoch 558/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7846 - val_loss: 0.4934 - val_recall: 0.8137 Epoch 559/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7892 - val_loss: 0.4818 - val_recall: 0.8015 Epoch 560/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7836 - val_loss: 0.4885 - val_recall: 0.8064 Epoch 561/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7838 - val_loss: 0.4817 - val_recall: 0.8064 Epoch 562/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7842 - val_loss: 0.4862 - val_recall: 0.8064 Epoch 563/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7823 - val_loss: 0.4759 - val_recall: 0.8015 Epoch 564/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7830 - val_loss: 0.4942 - val_recall: 0.8113 Epoch 565/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7880 - val_loss: 0.4882 - val_recall: 0.8113 Epoch 566/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4990 - recall: 0.7796 - val_loss: 0.4821 - val_recall: 0.8039 Epoch 567/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7922 - val_loss: 0.4805 - val_recall: 0.7966 Epoch 568/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7842 - val_loss: 0.4924 - val_recall: 0.8088 Epoch 569/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7828 - val_loss: 0.4840 - val_recall: 0.8039 Epoch 570/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7851 - val_loss: 0.4907 - val_recall: 0.8015 Epoch 571/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7878 - val_loss: 0.4870 - val_recall: 0.8064 Epoch 572/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7861 - val_loss: 0.4927 - val_recall: 0.8137 Epoch 573/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7840 - val_loss: 0.4850 - val_recall: 0.8064 Epoch 574/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7874 - val_loss: 0.4913 - val_recall: 0.8113 Epoch 575/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7848 - val_loss: 0.4844 - val_recall: 0.8113 Epoch 576/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4902 - recall: 0.7823 - val_loss: 0.4921 - val_recall: 0.8064 Epoch 577/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7851 - val_loss: 0.4773 - val_recall: 0.8064 Epoch 578/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7761 - val_loss: 0.4900 - val_recall: 0.8064 Epoch 579/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7905 - val_loss: 0.4765 - val_recall: 0.8064 Epoch 580/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7819 - val_loss: 0.4926 - val_recall: 0.8137 Epoch 581/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7895 - val_loss: 0.4772 - val_recall: 0.8064 Epoch 582/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7874 - val_loss: 0.4808 - val_recall: 0.8064 Epoch 583/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7890 - val_loss: 0.4800 - val_recall: 0.8015 Epoch 584/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7842 - val_loss: 0.4907 - val_recall: 0.8064 Epoch 585/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7821 - val_loss: 0.4796 - val_recall: 0.7941 Epoch 586/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7844 - val_loss: 0.4890 - val_recall: 0.8015 Epoch 587/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7892 - val_loss: 0.4843 - val_recall: 0.8015 Epoch 588/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7861 - val_loss: 0.4799 - val_recall: 0.8015 Epoch 589/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7876 - val_loss: 0.4955 - val_recall: 0.8162 Epoch 590/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4767 - val_recall: 0.7941 Epoch 591/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7834 - val_loss: 0.4866 - val_recall: 0.8162 Epoch 592/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7909 - val_loss: 0.4941 - val_recall: 0.8088 Epoch 593/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7784 - val_loss: 0.4848 - val_recall: 0.7966 Epoch 594/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7794 - val_loss: 0.4793 - val_recall: 0.7917 Epoch 595/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7832 - val_loss: 0.4804 - val_recall: 0.7990 Epoch 596/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7844 - val_loss: 0.4869 - val_recall: 0.8088 Epoch 597/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7794 - val_loss: 0.4777 - val_recall: 0.7843 Epoch 598/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7863 - val_loss: 0.4806 - val_recall: 0.7966 Epoch 599/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7821 - val_loss: 0.4910 - val_recall: 0.7843 Epoch 600/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4927 - val_recall: 0.7966 Epoch 601/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7825 - val_loss: 0.4902 - val_recall: 0.7966 Epoch 602/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7836 - val_loss: 0.4833 - val_recall: 0.7990 Epoch 603/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7846 - val_loss: 0.4844 - val_recall: 0.8039 Epoch 604/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7798 - val_loss: 0.4853 - val_recall: 0.7990 Epoch 605/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7748 - val_loss: 0.4899 - val_recall: 0.7990 Epoch 606/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7838 - val_loss: 0.4847 - val_recall: 0.7941 Epoch 607/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7796 - val_loss: 0.4878 - val_recall: 0.7990 Epoch 608/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7761 - val_loss: 0.4933 - val_recall: 0.8039 Epoch 609/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7840 - val_loss: 0.4893 - val_recall: 0.8039 Epoch 610/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7888 - val_loss: 0.4829 - val_recall: 0.7966 Epoch 611/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7815 - val_loss: 0.4908 - val_recall: 0.7990 Epoch 612/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7807 - val_loss: 0.4805 - val_recall: 0.7966 Epoch 613/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7836 - val_loss: 0.4910 - val_recall: 0.7990 Epoch 614/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7876 - val_loss: 0.4855 - val_recall: 0.7990 Epoch 615/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7825 - val_loss: 0.4878 - val_recall: 0.7990 Epoch 616/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7867 - val_loss: 0.4905 - val_recall: 0.7966 Epoch 617/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7846 - val_loss: 0.4941 - val_recall: 0.8064 Epoch 618/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7846 - val_loss: 0.4808 - val_recall: 0.7990 Epoch 619/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7817 - val_loss: 0.4915 - val_recall: 0.8088 Epoch 620/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7842 - val_loss: 0.4895 - val_recall: 0.8064 Epoch 621/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7796 - val_loss: 0.4939 - val_recall: 0.8088 Epoch 622/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7846 - val_loss: 0.4874 - val_recall: 0.8088 Epoch 623/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7874 - val_loss: 0.4845 - val_recall: 0.7990 Epoch 624/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7819 - val_loss: 0.4845 - val_recall: 0.8015 Epoch 625/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7798 - val_loss: 0.4838 - val_recall: 0.8039 Epoch 626/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7817 - val_loss: 0.4871 - val_recall: 0.8039 Epoch 627/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7825 - val_loss: 0.4854 - val_recall: 0.7941 Epoch 628/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7830 - val_loss: 0.4783 - val_recall: 0.7990 Epoch 629/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7788 - val_loss: 0.4884 - val_recall: 0.8039 Epoch 630/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7794 - val_loss: 0.5047 - val_recall: 0.8039 Epoch 631/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7807 - val_loss: 0.4884 - val_recall: 0.8088 Epoch 632/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7802 - val_loss: 0.4909 - val_recall: 0.8088 Epoch 633/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7859 - val_loss: 0.4830 - val_recall: 0.8137 Epoch 634/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7832 - val_loss: 0.4876 - val_recall: 0.8088 Epoch 635/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7915 - val_loss: 0.4815 - val_recall: 0.7990 Epoch 636/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7784 - val_loss: 0.4915 - val_recall: 0.7966 Epoch 637/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7811 - val_loss: 0.4894 - val_recall: 0.8064 Epoch 638/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7842 - val_loss: 0.4870 - val_recall: 0.8039 Epoch 639/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7840 - val_loss: 0.4861 - val_recall: 0.8064 Epoch 640/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7882 - val_loss: 0.5106 - val_recall: 0.8235 Epoch 641/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7840 - val_loss: 0.4825 - val_recall: 0.8064 Epoch 642/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7932 - val_loss: 0.4882 - val_recall: 0.8113 Epoch 643/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4970 - recall: 0.7805 - val_loss: 0.4770 - val_recall: 0.7917 Epoch 644/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7897 - val_loss: 0.4852 - val_recall: 0.8064 Epoch 645/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7890 - val_loss: 0.4840 - val_recall: 0.8039 Epoch 646/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7832 - val_loss: 0.4863 - val_recall: 0.8113 Epoch 647/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7830 - val_loss: 0.4910 - val_recall: 0.8211 Epoch 648/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7865 - val_loss: 0.4850 - val_recall: 0.7990 Epoch 649/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7934 - val_loss: 0.4859 - val_recall: 0.8064 Epoch 650/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7884 - val_loss: 0.4819 - val_recall: 0.8064 Epoch 651/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7832 - val_loss: 0.4904 - val_recall: 0.8064 Epoch 652/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7876 - val_loss: 0.4820 - val_recall: 0.8064 Epoch 653/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7892 - val_loss: 0.4835 - val_recall: 0.8064 Epoch 654/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7882 - val_loss: 0.4937 - val_recall: 0.8113 Epoch 655/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7836 - val_loss: 0.5006 - val_recall: 0.8137 Epoch 656/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7897 - val_loss: 0.4815 - val_recall: 0.8015 Epoch 657/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7848 - val_loss: 0.4864 - val_recall: 0.8064 Epoch 658/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7882 - val_loss: 0.4801 - val_recall: 0.7966 Epoch 659/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7890 - val_loss: 0.4828 - val_recall: 0.8088 Epoch 660/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7855 - val_loss: 0.4930 - val_recall: 0.8113 Epoch 661/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7869 - val_loss: 0.4849 - val_recall: 0.8137 Epoch 662/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7907 - val_loss: 0.4876 - val_recall: 0.8162 Epoch 663/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4825 - val_recall: 0.7917 Epoch 664/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7878 - val_loss: 0.4877 - val_recall: 0.8088 Epoch 665/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7842 - val_loss: 0.4888 - val_recall: 0.8015 Epoch 666/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7817 - val_loss: 0.4909 - val_recall: 0.8088 Epoch 667/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7807 - val_loss: 0.4831 - val_recall: 0.7941 Epoch 668/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7830 - val_loss: 0.4903 - val_recall: 0.8015 Epoch 669/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7834 - val_loss: 0.4850 - val_recall: 0.8015 Epoch 670/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7865 - val_loss: 0.4927 - val_recall: 0.8186 Epoch 671/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7936 - val_loss: 0.4811 - val_recall: 0.8015 Epoch 672/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7911 - val_loss: 0.4872 - val_recall: 0.8064 Epoch 673/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7798 - val_loss: 0.4870 - val_recall: 0.8064 Epoch 674/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7932 - val_loss: 0.4816 - val_recall: 0.8064 Epoch 675/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7888 - val_loss: 0.4877 - val_recall: 0.8064 Epoch 676/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7901 - val_loss: 0.4817 - val_recall: 0.8113 Epoch 677/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7874 - val_loss: 0.4867 - val_recall: 0.8113 Epoch 678/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7855 - val_loss: 0.4804 - val_recall: 0.8015 Epoch 679/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.7886 - val_loss: 0.4747 - val_recall: 0.8039 Epoch 680/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7867 - val_loss: 0.4902 - val_recall: 0.8039 Epoch 681/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7813 - val_loss: 0.4861 - val_recall: 0.8039 Epoch 682/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7823 - val_loss: 0.4958 - val_recall: 0.8088 Epoch 683/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7842 - val_loss: 0.4863 - val_recall: 0.8039 Epoch 684/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7871 - val_loss: 0.4937 - val_recall: 0.7990 Epoch 685/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7830 - val_loss: 0.4861 - val_recall: 0.8039 Epoch 686/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7790 - val_loss: 0.4850 - val_recall: 0.8064 Epoch 687/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7878 - val_loss: 0.4773 - val_recall: 0.8039 Epoch 688/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7834 - val_loss: 0.4914 - val_recall: 0.8015 Epoch 689/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7848 - val_loss: 0.4911 - val_recall: 0.8137 Epoch 690/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7911 - val_loss: 0.4843 - val_recall: 0.8088 Epoch 691/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7823 - val_loss: 0.4864 - val_recall: 0.8039 Epoch 692/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7903 - val_loss: 0.4860 - val_recall: 0.8113 Epoch 693/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7905 - val_loss: 0.4807 - val_recall: 0.7917 Epoch 694/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7880 - val_loss: 0.4924 - val_recall: 0.8015 Epoch 695/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7909 - val_loss: 0.4930 - val_recall: 0.8088 Epoch 696/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7800 - val_loss: 0.4876 - val_recall: 0.8015 Epoch 697/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7911 - val_loss: 0.4871 - val_recall: 0.8088 Epoch 698/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7840 - val_loss: 0.5012 - val_recall: 0.8162 Epoch 699/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7840 - val_loss: 0.4907 - val_recall: 0.8162 Epoch 700/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7915 - val_loss: 0.4890 - val_recall: 0.8113 Epoch 701/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7863 - val_loss: 0.4855 - val_recall: 0.8064 Epoch 702/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7800 - val_loss: 0.4953 - val_recall: 0.8088 Epoch 703/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7844 - val_loss: 0.4959 - val_recall: 0.8088 Epoch 704/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7865 - val_loss: 0.4938 - val_recall: 0.7941 Epoch 705/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7832 - val_loss: 0.4857 - val_recall: 0.8162 Epoch 706/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7886 - val_loss: 0.4841 - val_recall: 0.8137 Epoch 707/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7936 - val_loss: 0.4915 - val_recall: 0.8137 Epoch 708/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7825 - val_loss: 0.4867 - val_recall: 0.8113 Epoch 709/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7794 - val_loss: 0.4961 - val_recall: 0.8137 Epoch 710/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7890 - val_loss: 0.4891 - val_recall: 0.8064 Epoch 711/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7794 - val_loss: 0.5053 - val_recall: 0.8186 Epoch 712/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4871 - val_recall: 0.7990 Epoch 713/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7809 - val_loss: 0.4942 - val_recall: 0.8113 Epoch 714/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7811 - val_loss: 0.4884 - val_recall: 0.8039 Epoch 715/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7842 - val_loss: 0.4864 - val_recall: 0.8088 Epoch 716/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7907 - val_loss: 0.4778 - val_recall: 0.8015 Epoch 717/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7903 - val_loss: 0.4898 - val_recall: 0.8088 Epoch 718/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.8088 Epoch 719/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7832 - val_loss: 0.4895 - val_recall: 0.8039 Epoch 720/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4984 - val_recall: 0.8137 Epoch 721/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7828 - val_loss: 0.4853 - val_recall: 0.8064 Epoch 722/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7880 - val_loss: 0.4777 - val_recall: 0.8088 Epoch 723/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7777 - val_loss: 0.4866 - val_recall: 0.8088 Epoch 724/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7882 - val_loss: 0.4904 - val_recall: 0.8039 Epoch 725/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7794 - val_loss: 0.4883 - val_recall: 0.8064 Epoch 726/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7901 - val_loss: 0.4763 - val_recall: 0.7892 Epoch 727/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7863 - val_loss: 0.4841 - val_recall: 0.7990 Epoch 728/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7773 - val_loss: 0.4819 - val_recall: 0.7941 Epoch 729/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7815 - val_loss: 0.4896 - val_recall: 0.8113 Epoch 730/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7924 - val_loss: 0.4846 - val_recall: 0.8113 Epoch 731/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7867 - val_loss: 0.4928 - val_recall: 0.8137 Epoch 732/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7918 - val_loss: 0.4878 - val_recall: 0.8137 Epoch 733/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7848 - val_loss: 0.4844 - val_recall: 0.8113 Epoch 734/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4851 - recall: 0.7957 - val_loss: 0.4789 - val_recall: 0.8113 Epoch 735/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7909 - val_loss: 0.4911 - val_recall: 0.8039 Epoch 736/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7809 - val_loss: 0.4947 - val_recall: 0.8039 Epoch 737/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7895 - val_loss: 0.4885 - val_recall: 0.8186 Epoch 738/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7874 - val_loss: 0.4926 - val_recall: 0.8162 Epoch 739/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7832 - val_loss: 0.4859 - val_recall: 0.8088 Epoch 740/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7811 - val_loss: 0.4853 - val_recall: 0.8039 Epoch 741/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7719 - val_loss: 0.4891 - val_recall: 0.8039 Epoch 742/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7775 - val_loss: 0.4935 - val_recall: 0.8186 Epoch 743/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7821 - val_loss: 0.4868 - val_recall: 0.8064 Epoch 744/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7817 - val_loss: 0.4766 - val_recall: 0.7966 Epoch 745/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7802 - val_loss: 0.4974 - val_recall: 0.8113 Epoch 746/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7771 - val_loss: 0.4960 - val_recall: 0.8113 Epoch 747/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7880 - val_loss: 0.4912 - val_recall: 0.8113 Epoch 748/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7813 - val_loss: 0.4882 - val_recall: 0.8088 Epoch 749/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7830 - val_loss: 0.4953 - val_recall: 0.8162 Epoch 750/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7746 - val_loss: 0.4936 - val_recall: 0.8113 Epoch 751/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7756 - val_loss: 0.4930 - val_recall: 0.8162 Epoch 752/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7851 - val_loss: 0.4972 - val_recall: 0.8137 Epoch 753/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7809 - val_loss: 0.4942 - val_recall: 0.8137 Epoch 754/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7792 - val_loss: 0.4891 - val_recall: 0.8088 Epoch 755/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7809 - val_loss: 0.4845 - val_recall: 0.8015 Epoch 756/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7819 - val_loss: 0.4858 - val_recall: 0.7941 Epoch 757/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7794 - val_loss: 0.4909 - val_recall: 0.8039 Epoch 758/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7832 - val_loss: 0.4995 - val_recall: 0.8064 Epoch 759/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.7966 Epoch 760/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7784 - val_loss: 0.4950 - val_recall: 0.8064 Epoch 761/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7838 - val_loss: 0.4904 - val_recall: 0.8039 Epoch 762/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7907 - val_loss: 0.4996 - val_recall: 0.8088 Epoch 763/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4857 - recall: 0.7922 - val_loss: 0.4880 - val_recall: 0.8088 Epoch 764/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7807 - val_loss: 0.4911 - val_recall: 0.8039 Epoch 765/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7761 - val_loss: 0.4902 - val_recall: 0.7941 Epoch 766/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7744 - val_loss: 0.4911 - val_recall: 0.8088 Epoch 767/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7717 - val_loss: 0.4922 - val_recall: 0.8039 Epoch 768/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7838 - val_loss: 0.4838 - val_recall: 0.8015 Epoch 769/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7771 - val_loss: 0.4955 - val_recall: 0.7990 Epoch 770/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7715 - val_loss: 0.4909 - val_recall: 0.8137 Epoch 771/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7784 - val_loss: 0.4930 - val_recall: 0.8039 Epoch 772/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7750 - val_loss: 0.4873 - val_recall: 0.7941 Epoch 773/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7819 - val_loss: 0.4877 - val_recall: 0.8039 Epoch 774/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7813 - val_loss: 0.4912 - val_recall: 0.8064 Epoch 775/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7842 - val_loss: 0.4965 - val_recall: 0.8137 Epoch 776/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7779 - val_loss: 0.4949 - val_recall: 0.8064 Epoch 777/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7848 - val_loss: 0.4811 - val_recall: 0.8039 Epoch 778/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7811 - val_loss: 0.4871 - val_recall: 0.8113 Epoch 779/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7761 - val_loss: 0.4956 - val_recall: 0.8113 Epoch 780/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7821 - val_loss: 0.4876 - val_recall: 0.7990 Epoch 781/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7773 - val_loss: 0.4997 - val_recall: 0.8137 Epoch 782/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.4919 - val_recall: 0.8113 Epoch 783/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7842 - val_loss: 0.4906 - val_recall: 0.8137 Epoch 784/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7886 - val_loss: 0.4844 - val_recall: 0.8039 Epoch 785/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7878 - val_loss: 0.4839 - val_recall: 0.8039 Epoch 786/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7758 - val_loss: 0.4879 - val_recall: 0.7990 Epoch 787/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7805 - val_loss: 0.4925 - val_recall: 0.8039 Epoch 788/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7853 - val_loss: 0.4923 - val_recall: 0.8015 Epoch 789/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7836 - val_loss: 0.4908 - val_recall: 0.8137 Epoch 790/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7756 - val_loss: 0.4988 - val_recall: 0.8186 Epoch 791/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7769 - val_loss: 0.4917 - val_recall: 0.8186 Epoch 792/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4975 - val_recall: 0.8235 Epoch 793/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7945 - val_loss: 0.4899 - val_recall: 0.7941 Epoch 794/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7821 - val_loss: 0.4881 - val_recall: 0.8088 Epoch 795/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7811 - val_loss: 0.4886 - val_recall: 0.8064 Epoch 796/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7811 - val_loss: 0.4907 - val_recall: 0.8039 Epoch 797/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7784 - val_loss: 0.4932 - val_recall: 0.8162 Epoch 798/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7892 - val_loss: 0.4879 - val_recall: 0.8162 Epoch 799/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7830 - val_loss: 0.4923 - val_recall: 0.8137 Epoch 800/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7874 - val_loss: 0.4973 - val_recall: 0.8088 Epoch 801/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7763 - val_loss: 0.4971 - val_recall: 0.8162 Epoch 802/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7888 - val_loss: 0.4914 - val_recall: 0.7966 Epoch 803/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7823 - val_loss: 0.4949 - val_recall: 0.7990 Epoch 804/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7823 - val_loss: 0.4913 - val_recall: 0.8137 Epoch 805/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7846 - val_loss: 0.4921 - val_recall: 0.8137 Epoch 806/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4908 - recall: 0.7819 - val_loss: 0.4868 - val_recall: 0.8064 Epoch 807/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7838 - val_loss: 0.4908 - val_recall: 0.8088 Epoch 808/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7823 - val_loss: 0.4932 - val_recall: 0.8113 Epoch 809/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7800 - val_loss: 0.4874 - val_recall: 0.8039 Epoch 810/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7846 - val_loss: 0.4845 - val_recall: 0.7941 Epoch 811/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7788 - val_loss: 0.4973 - val_recall: 0.8064 Epoch 812/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7884 - val_loss: 0.4861 - val_recall: 0.8113 Epoch 813/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7836 - val_loss: 0.4813 - val_recall: 0.7966 Epoch 814/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7882 - val_loss: 0.4910 - val_recall: 0.8211 Epoch 815/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7886 - val_loss: 0.4871 - val_recall: 0.8039 Epoch 816/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7779 - val_loss: 0.4838 - val_recall: 0.8015 Epoch 817/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7809 - val_loss: 0.4882 - val_recall: 0.8039 Epoch 818/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7811 - val_loss: 0.4831 - val_recall: 0.7966 Epoch 819/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7777 - val_loss: 0.4969 - val_recall: 0.8137 Epoch 820/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7796 - val_loss: 0.4918 - val_recall: 0.8039 Epoch 821/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7848 - val_loss: 0.4830 - val_recall: 0.7990 Epoch 822/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7738 - val_loss: 0.4954 - val_recall: 0.8064 Epoch 823/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7763 - val_loss: 0.4893 - val_recall: 0.8113 Epoch 824/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7809 - val_loss: 0.4881 - val_recall: 0.7917 Epoch 825/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7811 - val_loss: 0.4864 - val_recall: 0.7990 Epoch 826/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7752 - val_loss: 0.4845 - val_recall: 0.7941 Epoch 827/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7809 - val_loss: 0.4880 - val_recall: 0.8088 Epoch 828/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7767 - val_loss: 0.4893 - val_recall: 0.7917 Epoch 829/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7754 - val_loss: 0.4933 - val_recall: 0.7941 Epoch 830/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7863 - val_loss: 0.4874 - val_recall: 0.8015 Epoch 831/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7825 - val_loss: 0.4886 - val_recall: 0.7990 Epoch 832/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7735 - val_loss: 0.4986 - val_recall: 0.8064 Epoch 833/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7805 - val_loss: 0.4873 - val_recall: 0.8015 Epoch 834/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7786 - val_loss: 0.4891 - val_recall: 0.7990 Epoch 835/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7805 - val_loss: 0.4874 - val_recall: 0.7990 Epoch 836/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7779 - val_loss: 0.4957 - val_recall: 0.8064 Epoch 837/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7832 - val_loss: 0.4863 - val_recall: 0.8015 Epoch 838/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7784 - val_loss: 0.4912 - val_recall: 0.7990 Epoch 839/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7819 - val_loss: 0.4820 - val_recall: 0.7966 Epoch 840/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7802 - val_loss: 0.4824 - val_recall: 0.7966 Epoch 841/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7802 - val_loss: 0.4850 - val_recall: 0.8015 Epoch 842/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7738 - val_loss: 0.4867 - val_recall: 0.7917 Epoch 843/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.4930 - val_recall: 0.8088 Epoch 844/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7848 - val_loss: 0.4858 - val_recall: 0.8039 Epoch 845/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7769 - val_loss: 0.4935 - val_recall: 0.8039 Epoch 846/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7798 - val_loss: 0.4867 - val_recall: 0.8015 Epoch 847/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7802 - val_loss: 0.4897 - val_recall: 0.8064 Epoch 848/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7794 - val_loss: 0.4892 - val_recall: 0.8113 Epoch 849/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7794 - val_loss: 0.4929 - val_recall: 0.8088 Epoch 850/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7813 - val_loss: 0.4922 - val_recall: 0.8039 Epoch 851/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7761 - val_loss: 0.4910 - val_recall: 0.8039 Epoch 852/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7838 - val_loss: 0.4879 - val_recall: 0.8088 Epoch 853/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7777 - val_loss: 0.4812 - val_recall: 0.7770 Epoch 854/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7761 - val_loss: 0.4906 - val_recall: 0.8064 Epoch 855/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7825 - val_loss: 0.4863 - val_recall: 0.8088 Epoch 856/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7715 - val_loss: 0.4925 - val_recall: 0.8064 Epoch 857/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7817 - val_loss: 0.4893 - val_recall: 0.7941 Epoch 858/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7731 - val_loss: 0.4966 - val_recall: 0.8088 Epoch 859/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7779 - val_loss: 0.4911 - val_recall: 0.8064 Epoch 860/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7779 - val_loss: 0.4950 - val_recall: 0.8015 Epoch 861/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7802 - val_loss: 0.4886 - val_recall: 0.7990 Epoch 862/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7706 - val_loss: 0.5071 - val_recall: 0.8088 Epoch 863/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7807 - val_loss: 0.4939 - val_recall: 0.8162 Epoch 864/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7836 - val_loss: 0.4807 - val_recall: 0.7917 Epoch 865/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7763 - val_loss: 0.4951 - val_recall: 0.8137 Epoch 866/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7756 - val_loss: 0.4962 - val_recall: 0.8113 Epoch 867/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7846 - val_loss: 0.4907 - val_recall: 0.8039 Epoch 868/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7796 - val_loss: 0.4945 - val_recall: 0.8137 Epoch 869/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7765 - val_loss: 0.4937 - val_recall: 0.8186 Epoch 870/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7798 - val_loss: 0.5004 - val_recall: 0.7990 Epoch 871/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7729 - val_loss: 0.5011 - val_recall: 0.7990 Epoch 872/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7767 - val_loss: 0.4870 - val_recall: 0.7990 Epoch 873/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7773 - val_loss: 0.4942 - val_recall: 0.8039 Epoch 874/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7777 - val_loss: 0.4886 - val_recall: 0.8039 Epoch 875/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7813 - val_loss: 0.4913 - val_recall: 0.8113 Epoch 876/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7671 - val_loss: 0.4983 - val_recall: 0.8162 Epoch 877/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7781 - val_loss: 0.4838 - val_recall: 0.7966 Epoch 878/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7834 - val_loss: 0.4934 - val_recall: 0.8015 Epoch 879/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7796 - val_loss: 0.4920 - val_recall: 0.8039 Epoch 880/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7756 - val_loss: 0.4907 - val_recall: 0.7941 Epoch 881/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7752 - val_loss: 0.4896 - val_recall: 0.8039 Epoch 882/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7790 - val_loss: 0.4923 - val_recall: 0.8088 Epoch 883/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7802 - val_loss: 0.4933 - val_recall: 0.8015 Epoch 884/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7832 - val_loss: 0.4833 - val_recall: 0.7917 Epoch 885/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7761 - val_loss: 0.4936 - val_recall: 0.8015 Epoch 886/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7775 - val_loss: 0.5025 - val_recall: 0.8088 Epoch 887/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7773 - val_loss: 0.4919 - val_recall: 0.8137 Epoch 888/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7809 - val_loss: 0.4869 - val_recall: 0.8064 Epoch 889/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7800 - val_loss: 0.4847 - val_recall: 0.7990 Epoch 890/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4898 - recall: 0.7817 - val_loss: 0.4899 - val_recall: 0.8064 Epoch 891/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7786 - val_loss: 0.4896 - val_recall: 0.8064 Epoch 892/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7848 - val_loss: 0.4938 - val_recall: 0.8088 Epoch 893/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7817 - val_loss: 0.4865 - val_recall: 0.8113 Epoch 894/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7744 - val_loss: 0.4966 - val_recall: 0.8137 Epoch 895/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7798 - val_loss: 0.4913 - val_recall: 0.8039 Epoch 896/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7859 - val_loss: 0.4775 - val_recall: 0.7966 Epoch 897/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7775 - val_loss: 0.4896 - val_recall: 0.7966 Epoch 898/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7817 - val_loss: 0.4935 - val_recall: 0.8088 Epoch 899/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7731 - val_loss: 0.4923 - val_recall: 0.8186 Epoch 900/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7723 - val_loss: 0.5000 - val_recall: 0.7966 Epoch 901/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7859 - val_loss: 0.4897 - val_recall: 0.8064 Epoch 902/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7761 - val_loss: 0.4966 - val_recall: 0.7941 Epoch 903/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7863 - val_loss: 0.4957 - val_recall: 0.8064 Epoch 904/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7811 - val_loss: 0.4985 - val_recall: 0.8039 Epoch 905/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7823 - val_loss: 0.4873 - val_recall: 0.8015 Epoch 906/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7821 - val_loss: 0.4928 - val_recall: 0.8039 Epoch 907/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7733 - val_loss: 0.4945 - val_recall: 0.8162 Epoch 908/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7825 - val_loss: 0.4973 - val_recall: 0.8088 Epoch 909/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7777 - val_loss: 0.4967 - val_recall: 0.7941 Epoch 910/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7861 - val_loss: 0.4751 - val_recall: 0.7917 Epoch 911/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7744 - val_loss: 0.5040 - val_recall: 0.8088 Epoch 912/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7840 - val_loss: 0.4874 - val_recall: 0.8064 Epoch 913/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7830 - val_loss: 0.4895 - val_recall: 0.8015 Epoch 914/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7884 - val_loss: 0.4920 - val_recall: 0.8088 Epoch 915/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7899 - val_loss: 0.4939 - val_recall: 0.8039 Epoch 916/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7779 - val_loss: 0.4874 - val_recall: 0.8039 Epoch 917/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7903 - val_loss: 0.4812 - val_recall: 0.7941 Epoch 918/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7748 - val_loss: 0.4921 - val_recall: 0.8015 Epoch 919/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7727 - val_loss: 0.4973 - val_recall: 0.8039 Epoch 920/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7863 - val_loss: 0.4893 - val_recall: 0.8015 Epoch 921/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7817 - val_loss: 0.4889 - val_recall: 0.8015 Epoch 922/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7786 - val_loss: 0.4909 - val_recall: 0.8064 Epoch 923/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7794 - val_loss: 0.4887 - val_recall: 0.7941 Epoch 924/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7792 - val_loss: 0.4968 - val_recall: 0.8015 Epoch 925/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7786 - val_loss: 0.4898 - val_recall: 0.8015 Epoch 926/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7800 - val_loss: 0.4874 - val_recall: 0.7917 Epoch 927/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7805 - val_loss: 0.4897 - val_recall: 0.8137 Epoch 928/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7798 - val_loss: 0.4913 - val_recall: 0.8064 Epoch 929/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7802 - val_loss: 0.4861 - val_recall: 0.7966 Epoch 930/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4825 - val_recall: 0.8015 Epoch 931/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7834 - val_loss: 0.4974 - val_recall: 0.8088 Epoch 932/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4925 - val_recall: 0.8137 Epoch 933/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7867 - val_loss: 0.4912 - val_recall: 0.8162 Epoch 934/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7735 - val_loss: 0.4918 - val_recall: 0.7941 Epoch 935/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7779 - val_loss: 0.4885 - val_recall: 0.8235 Epoch 936/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7848 - val_loss: 0.4822 - val_recall: 0.7990 Epoch 937/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7771 - val_loss: 0.4964 - val_recall: 0.8039 Epoch 938/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7742 - val_loss: 0.4965 - val_recall: 0.8088 Epoch 939/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7777 - val_loss: 0.4953 - val_recall: 0.8088 Epoch 940/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7807 - val_loss: 0.4855 - val_recall: 0.7990 Epoch 941/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7721 - val_loss: 0.4949 - val_recall: 0.8015 Epoch 942/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7878 - val_loss: 0.4870 - val_recall: 0.8113 Epoch 943/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7733 - val_loss: 0.4930 - val_recall: 0.8088 Epoch 944/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7821 - val_loss: 0.4885 - val_recall: 0.8088 Epoch 945/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7823 - val_loss: 0.4919 - val_recall: 0.8137 Epoch 946/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7792 - val_loss: 0.4910 - val_recall: 0.8186 Epoch 947/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7802 - val_loss: 0.4885 - val_recall: 0.8137 Epoch 948/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7800 - val_loss: 0.4861 - val_recall: 0.7990 Epoch 949/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7733 - val_loss: 0.4920 - val_recall: 0.8064 Epoch 950/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7798 - val_loss: 0.4886 - val_recall: 0.8064 Epoch 951/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7823 - val_loss: 0.4965 - val_recall: 0.8162 Epoch 952/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4915 - recall: 0.7761 - val_loss: 0.4888 - val_recall: 0.8113 Epoch 953/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7727 - val_loss: 0.5024 - val_recall: 0.8137 Epoch 954/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7748 - val_loss: 0.4914 - val_recall: 0.8064 Epoch 955/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7888 - val_loss: 0.4913 - val_recall: 0.8162 Epoch 956/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7821 - val_loss: 0.4900 - val_recall: 0.8186 Epoch 957/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7798 - val_loss: 0.4927 - val_recall: 0.8162 Epoch 958/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7867 - val_loss: 0.4848 - val_recall: 0.8039 Epoch 959/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7731 - val_loss: 0.4956 - val_recall: 0.8162 Epoch 960/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7777 - val_loss: 0.4865 - val_recall: 0.8064 Epoch 961/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7848 - val_loss: 0.4911 - val_recall: 0.8113 Epoch 962/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4848 - val_recall: 0.8088 Epoch 963/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7790 - val_loss: 0.4962 - val_recall: 0.8088 Epoch 964/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7788 - val_loss: 0.4932 - val_recall: 0.8039 Epoch 965/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7817 - val_loss: 0.4953 - val_recall: 0.8064 Epoch 966/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7807 - val_loss: 0.4953 - val_recall: 0.8113 Epoch 967/2000 48/48 [==============================] - 0s 2ms/step - loss: 0.4897 - recall: 0.7802 - val_loss: 0.4844 - val_recall: 0.7990 Epoch 968/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7729 - val_loss: 0.4953 - val_recall: 0.8113 Epoch 969/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7830 - val_loss: 0.4869 - val_recall: 0.8015 Epoch 970/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4984 - recall: 0.7742 - val_loss: 0.4943 - val_recall: 0.8137 Epoch 971/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7853 - val_loss: 0.4984 - val_recall: 0.8113 Epoch 972/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7717 - val_loss: 0.4923 - val_recall: 0.8015 Epoch 973/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7781 - val_loss: 0.4900 - val_recall: 0.7917 Epoch 974/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7779 - val_loss: 0.4982 - val_recall: 0.8088 Epoch 975/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7750 - val_loss: 0.4956 - val_recall: 0.8113 Epoch 976/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7727 - val_loss: 0.4908 - val_recall: 0.7966 Epoch 977/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7777 - val_loss: 0.4913 - val_recall: 0.7966 Epoch 978/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7786 - val_loss: 0.4923 - val_recall: 0.8137 Epoch 979/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7832 - val_loss: 0.4896 - val_recall: 0.7990 Epoch 980/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4952 - recall: 0.7708 - val_loss: 0.4888 - val_recall: 0.8039 Epoch 981/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7842 - val_loss: 0.4882 - val_recall: 0.7966 Epoch 982/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7800 - val_loss: 0.4968 - val_recall: 0.8137 Epoch 983/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7710 - val_loss: 0.4945 - val_recall: 0.8064 Epoch 984/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7802 - val_loss: 0.4877 - val_recall: 0.8088 Epoch 985/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7712 - val_loss: 0.5008 - val_recall: 0.8162 Epoch 986/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.7853 - val_loss: 0.4839 - val_recall: 0.8039 Epoch 987/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7777 - val_loss: 0.4912 - val_recall: 0.8039 Epoch 988/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7781 - val_loss: 0.4986 - val_recall: 0.8162 Epoch 989/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7844 - val_loss: 0.4931 - val_recall: 0.8162 Epoch 990/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7817 - val_loss: 0.4913 - val_recall: 0.8162 Epoch 991/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7748 - val_loss: 0.4963 - val_recall: 0.8137 Epoch 992/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7815 - val_loss: 0.4873 - val_recall: 0.8162 Epoch 993/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4846 - recall: 0.7853 - val_loss: 0.4878 - val_recall: 0.8113 Epoch 994/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7765 - val_loss: 0.4871 - val_recall: 0.8064 Epoch 995/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7748 - val_loss: 0.4931 - val_recall: 0.8064 Epoch 996/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7830 - val_loss: 0.4859 - val_recall: 0.8162 Epoch 997/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7842 - val_loss: 0.4877 - val_recall: 0.8113 Epoch 998/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7771 - val_loss: 0.4809 - val_recall: 0.7990 Epoch 999/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7779 - val_loss: 0.4907 - val_recall: 0.8113 Epoch 1000/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7838 - val_loss: 0.4886 - val_recall: 0.8113 Epoch 1001/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7767 - val_loss: 0.4895 - val_recall: 0.8113 Epoch 1002/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7746 - val_loss: 0.4989 - val_recall: 0.8211 Epoch 1003/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7790 - val_loss: 0.4967 - val_recall: 0.8088 Epoch 1004/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7756 - val_loss: 0.4876 - val_recall: 0.8088 Epoch 1005/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7781 - val_loss: 0.4905 - val_recall: 0.8137 Epoch 1006/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7830 - val_loss: 0.4968 - val_recall: 0.8088 Epoch 1007/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7813 - val_loss: 0.4914 - val_recall: 0.8162 Epoch 1008/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7823 - val_loss: 0.4908 - val_recall: 0.8137 Epoch 1009/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7725 - val_loss: 0.4964 - val_recall: 0.8186 Epoch 1010/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7735 - val_loss: 0.5039 - val_recall: 0.8186 Epoch 1011/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7758 - val_loss: 0.4799 - val_recall: 0.7941 Epoch 1012/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4841 - recall: 0.7792 - val_loss: 0.4964 - val_recall: 0.8309 Epoch 1013/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7974 - val_loss: 0.4880 - val_recall: 0.8015 Epoch 1014/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7848 - val_loss: 0.4970 - val_recall: 0.8137 Epoch 1015/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.8181 - val_loss: 0.4987 - val_recall: 0.8211 Epoch 1016/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.8012 - val_loss: 0.4897 - val_recall: 0.8039 Epoch 1017/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7773 - val_loss: 0.4990 - val_recall: 0.8211 Epoch 1018/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7773 - val_loss: 0.4925 - val_recall: 0.8137 Epoch 1019/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7976 - val_loss: 0.4885 - val_recall: 0.8015 Epoch 1020/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7792 - val_loss: 0.4903 - val_recall: 0.8186 Epoch 1021/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7961 - val_loss: 0.4875 - val_recall: 0.8015 Epoch 1022/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7784 - val_loss: 0.4985 - val_recall: 0.7990 Epoch 1023/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7744 - val_loss: 0.4864 - val_recall: 0.7966 Epoch 1024/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7811 - val_loss: 0.4944 - val_recall: 0.8088 Epoch 1025/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7884 - val_loss: 0.4872 - val_recall: 0.8113 Epoch 1026/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7738 - val_loss: 0.4958 - val_recall: 0.8064 Epoch 1027/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7794 - val_loss: 0.4844 - val_recall: 0.8113 Epoch 1028/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7729 - val_loss: 0.4910 - val_recall: 0.8039 Epoch 1029/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7771 - val_loss: 0.4895 - val_recall: 0.8088 Epoch 1030/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7746 - val_loss: 0.4910 - val_recall: 0.8039 Epoch 1031/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7815 - val_loss: 0.4866 - val_recall: 0.8088 Epoch 1032/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7719 - val_loss: 0.4991 - val_recall: 0.8015 Epoch 1033/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7920 - val_loss: 0.4930 - val_recall: 0.8162 Epoch 1034/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7754 - val_loss: 0.4961 - val_recall: 0.8015 Epoch 1035/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7742 - val_loss: 0.4910 - val_recall: 0.8015 Epoch 1036/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7742 - val_loss: 0.4946 - val_recall: 0.8064 Epoch 1037/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7777 - val_loss: 0.4984 - val_recall: 0.8162 Epoch 1038/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7719 - val_loss: 0.5034 - val_recall: 0.8113 Epoch 1039/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7763 - val_loss: 0.4938 - val_recall: 0.8015 Epoch 1040/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7786 - val_loss: 0.4895 - val_recall: 0.8088 Epoch 1041/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7687 - val_loss: 0.4924 - val_recall: 0.8039 Epoch 1042/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7767 - val_loss: 0.4952 - val_recall: 0.8113 Epoch 1043/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7696 - val_loss: 0.4950 - val_recall: 0.8137 Epoch 1044/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7723 - val_loss: 0.5010 - val_recall: 0.8186 Epoch 1045/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7844 - val_loss: 0.4876 - val_recall: 0.8113 Epoch 1046/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7899 - val_loss: 0.4909 - val_recall: 0.7990 Epoch 1047/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7761 - val_loss: 0.4900 - val_recall: 0.8137 Epoch 1048/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7729 - val_loss: 0.4982 - val_recall: 0.8088 Epoch 1049/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7710 - val_loss: 0.4952 - val_recall: 0.8113 Epoch 1050/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7815 - val_loss: 0.4942 - val_recall: 0.8137 Epoch 1051/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7748 - val_loss: 0.4854 - val_recall: 0.8088 Epoch 1052/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7830 - val_loss: 0.4836 - val_recall: 0.8039 Epoch 1053/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7861 - val_loss: 0.4999 - val_recall: 0.8186 Epoch 1054/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7920 - val_loss: 0.4883 - val_recall: 0.8113 Epoch 1055/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7796 - val_loss: 0.4990 - val_recall: 0.8211 Epoch 1056/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7901 - val_loss: 0.4920 - val_recall: 0.8137 Epoch 1057/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7853 - val_loss: 0.4942 - val_recall: 0.8137 Epoch 1058/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7903 - val_loss: 0.4941 - val_recall: 0.8088 Epoch 1059/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7834 - val_loss: 0.4967 - val_recall: 0.8162 Epoch 1060/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7999 - val_loss: 0.4898 - val_recall: 0.8162 Epoch 1061/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7865 - val_loss: 0.4966 - val_recall: 0.8113 Epoch 1062/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.8072 - val_loss: 0.4984 - val_recall: 0.8113 Epoch 1063/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.8035 - val_loss: 0.4956 - val_recall: 0.8162 Epoch 1064/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7878 - val_loss: 0.4942 - val_recall: 0.8186 Epoch 1065/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7859 - val_loss: 0.4869 - val_recall: 0.8039 Epoch 1066/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7953 - val_loss: 0.4921 - val_recall: 0.8162 Epoch 1067/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7781 - val_loss: 0.4932 - val_recall: 0.8064 Epoch 1068/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.8012 - val_loss: 0.4997 - val_recall: 0.8186 Epoch 1069/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7855 - val_loss: 0.4916 - val_recall: 0.8137 Epoch 1070/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7890 - val_loss: 0.4975 - val_recall: 0.8211 Epoch 1071/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.8010 - val_loss: 0.4911 - val_recall: 0.8088 Epoch 1072/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7798 - val_loss: 0.5051 - val_recall: 0.8211 Epoch 1073/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4848 - recall: 0.7974 - val_loss: 0.4919 - val_recall: 0.8039 Epoch 1074/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7723 - val_loss: 0.4975 - val_recall: 0.8064 Epoch 1075/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7809 - val_loss: 0.5011 - val_recall: 0.8162 Epoch 1076/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7792 - val_loss: 0.4908 - val_recall: 0.8064 Epoch 1077/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7781 - val_loss: 0.4962 - val_recall: 0.8137 Epoch 1078/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7846 - val_loss: 0.4905 - val_recall: 0.8113 Epoch 1079/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7752 - val_loss: 0.5022 - val_recall: 0.8162 Epoch 1080/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7775 - val_loss: 0.4950 - val_recall: 0.8113 Epoch 1081/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7802 - val_loss: 0.4972 - val_recall: 0.8088 Epoch 1082/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7869 - val_loss: 0.4880 - val_recall: 0.8113 Epoch 1083/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7807 - val_loss: 0.4870 - val_recall: 0.8162 Epoch 1084/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7886 - val_loss: 0.4949 - val_recall: 0.8113 Epoch 1085/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7915 - val_loss: 0.4987 - val_recall: 0.8088 Epoch 1086/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7794 - val_loss: 0.4985 - val_recall: 0.8137 Epoch 1087/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7696 - val_loss: 0.5012 - val_recall: 0.8137 Epoch 1088/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7823 - val_loss: 0.4974 - val_recall: 0.8137 Epoch 1089/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7798 - val_loss: 0.5014 - val_recall: 0.8137 Epoch 1090/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7807 - val_loss: 0.4878 - val_recall: 0.8064 Epoch 1091/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7717 - val_loss: 0.4918 - val_recall: 0.8088 Epoch 1092/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7788 - val_loss: 0.4941 - val_recall: 0.8113 Epoch 1093/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7733 - val_loss: 0.4925 - val_recall: 0.8015 Epoch 1094/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7805 - val_loss: 0.4879 - val_recall: 0.8015 Epoch 1095/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7752 - val_loss: 0.5062 - val_recall: 0.8064 Epoch 1096/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7991 - val_loss: 0.4960 - val_recall: 0.7966 Epoch 1097/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7744 - val_loss: 0.5004 - val_recall: 0.8113 Epoch 1098/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7830 - val_loss: 0.4906 - val_recall: 0.8088 Epoch 1099/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7698 - val_loss: 0.4994 - val_recall: 0.8137 Epoch 1100/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.4948 - val_recall: 0.8113 Epoch 1101/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7712 - val_loss: 0.5005 - val_recall: 0.8113 Epoch 1102/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7765 - val_loss: 0.4956 - val_recall: 0.8162 Epoch 1103/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7874 - val_loss: 0.4870 - val_recall: 0.7941 Epoch 1104/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7752 - val_loss: 0.4942 - val_recall: 0.8113 Epoch 1105/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7805 - val_loss: 0.4985 - val_recall: 0.8039 Epoch 1106/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7865 - val_loss: 0.4929 - val_recall: 0.8064 Epoch 1107/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7671 - val_loss: 0.4951 - val_recall: 0.7966 Epoch 1108/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7752 - val_loss: 0.4910 - val_recall: 0.8015 Epoch 1109/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7848 - val_loss: 0.4930 - val_recall: 0.8064 Epoch 1110/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7779 - val_loss: 0.4992 - val_recall: 0.8064 Epoch 1111/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7869 - val_loss: 0.4961 - val_recall: 0.8113 Epoch 1112/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7798 - val_loss: 0.4981 - val_recall: 0.8064 Epoch 1113/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7748 - val_loss: 0.4954 - val_recall: 0.7966 Epoch 1114/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7815 - val_loss: 0.4885 - val_recall: 0.8137 Epoch 1115/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7796 - val_loss: 0.4842 - val_recall: 0.8039 Epoch 1116/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7792 - val_loss: 0.4907 - val_recall: 0.8113 Epoch 1117/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7813 - val_loss: 0.4949 - val_recall: 0.7966 Epoch 1118/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7794 - val_loss: 0.4886 - val_recall: 0.8162 Epoch 1119/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7765 - val_loss: 0.4930 - val_recall: 0.8137 Epoch 1120/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7765 - val_loss: 0.4885 - val_recall: 0.8064 Epoch 1121/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7788 - val_loss: 0.4871 - val_recall: 0.7941 Epoch 1122/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7788 - val_loss: 0.4924 - val_recall: 0.8088 Epoch 1123/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7775 - val_loss: 0.5012 - val_recall: 0.8064 Epoch 1124/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7784 - val_loss: 0.4928 - val_recall: 0.7990 Epoch 1125/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7802 - val_loss: 0.4887 - val_recall: 0.7868 Epoch 1126/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7769 - val_loss: 0.4994 - val_recall: 0.7941 Epoch 1127/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7777 - val_loss: 0.4949 - val_recall: 0.7966 Epoch 1128/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7817 - val_loss: 0.4977 - val_recall: 0.8113 Epoch 1129/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7798 - val_loss: 0.4879 - val_recall: 0.7966 Epoch 1130/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7683 - val_loss: 0.5030 - val_recall: 0.8088 Epoch 1131/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7825 - val_loss: 0.4955 - val_recall: 0.7990 Epoch 1132/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7710 - val_loss: 0.4981 - val_recall: 0.8039 Epoch 1133/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7723 - val_loss: 0.4961 - val_recall: 0.8015 Epoch 1134/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.8024 - val_loss: 0.4911 - val_recall: 0.7917 Epoch 1135/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7802 - val_loss: 0.4911 - val_recall: 0.7966 Epoch 1136/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7796 - val_loss: 0.4971 - val_recall: 0.7966 Epoch 1137/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7821 - val_loss: 0.4900 - val_recall: 0.7966 Epoch 1138/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7815 - val_loss: 0.4861 - val_recall: 0.7941 Epoch 1139/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7901 - val_loss: 0.4923 - val_recall: 0.8039 Epoch 1140/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7817 - val_loss: 0.4893 - val_recall: 0.8015 Epoch 1141/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7924 - val_loss: 0.4859 - val_recall: 0.8039 Epoch 1142/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7756 - val_loss: 0.4919 - val_recall: 0.7941 Epoch 1143/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7777 - val_loss: 0.5035 - val_recall: 0.8235 Epoch 1144/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.8035 - val_loss: 0.4938 - val_recall: 0.8015 Epoch 1145/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7874 - val_loss: 0.5012 - val_recall: 0.8162 Epoch 1146/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7784 - val_loss: 0.4936 - val_recall: 0.7941 Epoch 1147/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7784 - val_loss: 0.4868 - val_recall: 0.7892 Epoch 1148/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7930 - val_loss: 0.4956 - val_recall: 0.8088 Epoch 1149/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7823 - val_loss: 0.5025 - val_recall: 0.8088 Epoch 1150/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7871 - val_loss: 0.4963 - val_recall: 0.7966 Epoch 1151/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7761 - val_loss: 0.4932 - val_recall: 0.8039 Epoch 1152/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7842 - val_loss: 0.4892 - val_recall: 0.8015 Epoch 1153/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7763 - val_loss: 0.4868 - val_recall: 0.8064 Epoch 1154/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7735 - val_loss: 0.4834 - val_recall: 0.7941 Epoch 1155/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7830 - val_loss: 0.4949 - val_recall: 0.8064 Epoch 1156/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7796 - val_loss: 0.4899 - val_recall: 0.8039 Epoch 1157/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7777 - val_loss: 0.4935 - val_recall: 0.8039 Epoch 1158/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7802 - val_loss: 0.4904 - val_recall: 0.7843 Epoch 1159/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7704 - val_loss: 0.4964 - val_recall: 0.8039 Epoch 1160/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7800 - val_loss: 0.4931 - val_recall: 0.8015 Epoch 1161/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7798 - val_loss: 0.4944 - val_recall: 0.7990 Epoch 1162/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7738 - val_loss: 0.4889 - val_recall: 0.8137 Epoch 1163/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7704 - val_loss: 0.4897 - val_recall: 0.8113 Epoch 1164/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7769 - val_loss: 0.4907 - val_recall: 0.8015 Epoch 1165/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4839 - recall: 0.7813 - val_loss: 0.4881 - val_recall: 0.8137 Epoch 1166/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7752 - val_loss: 0.4858 - val_recall: 0.8039 Epoch 1167/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7915 - val_loss: 0.4938 - val_recall: 0.8211 Epoch 1168/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7738 - val_loss: 0.4995 - val_recall: 0.8186 Epoch 1169/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7825 - val_loss: 0.4996 - val_recall: 0.8186 Epoch 1170/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7765 - val_loss: 0.5015 - val_recall: 0.8211 Epoch 1171/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7825 - val_loss: 0.4965 - val_recall: 0.8088 Epoch 1172/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7725 - val_loss: 0.5006 - val_recall: 0.8064 Epoch 1173/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7895 - val_loss: 0.4874 - val_recall: 0.8039 Epoch 1174/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7838 - val_loss: 0.4849 - val_recall: 0.8137 Epoch 1175/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7817 - val_loss: 0.5053 - val_recall: 0.8113 Epoch 1176/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7800 - val_loss: 0.4891 - val_recall: 0.8186 Epoch 1177/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7758 - val_loss: 0.4959 - val_recall: 0.8235 Epoch 1178/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7802 - val_loss: 0.4956 - val_recall: 0.8186 Epoch 1179/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7897 - val_loss: 0.4946 - val_recall: 0.8162 Epoch 1180/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7731 - val_loss: 0.4951 - val_recall: 0.8064 Epoch 1181/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7798 - val_loss: 0.4954 - val_recall: 0.8113 Epoch 1182/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7781 - val_loss: 0.4967 - val_recall: 0.8137 Epoch 1183/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7788 - val_loss: 0.4934 - val_recall: 0.8088 Epoch 1184/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7821 - val_loss: 0.4921 - val_recall: 0.8186 Epoch 1185/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7710 - val_loss: 0.4948 - val_recall: 0.7990 Epoch 1186/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7805 - val_loss: 0.4912 - val_recall: 0.8162 Epoch 1187/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7805 - val_loss: 0.4962 - val_recall: 0.7892 Epoch 1188/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7761 - val_loss: 0.4977 - val_recall: 0.8039 Epoch 1189/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7869 - val_loss: 0.4878 - val_recall: 0.8015 Epoch 1190/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7781 - val_loss: 0.4913 - val_recall: 0.8088 Epoch 1191/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7744 - val_loss: 0.5042 - val_recall: 0.8235 Epoch 1192/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7846 - val_loss: 0.4992 - val_recall: 0.7990 Epoch 1193/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7756 - val_loss: 0.4986 - val_recall: 0.7892 Epoch 1194/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7807 - val_loss: 0.4944 - val_recall: 0.7966 Epoch 1195/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7765 - val_loss: 0.4996 - val_recall: 0.8088 Epoch 1196/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7823 - val_loss: 0.4926 - val_recall: 0.7990 Epoch 1197/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7769 - val_loss: 0.4938 - val_recall: 0.7941 Epoch 1198/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7733 - val_loss: 0.4910 - val_recall: 0.8064 Epoch 1199/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7807 - val_loss: 0.4969 - val_recall: 0.8015 Epoch 1200/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7786 - val_loss: 0.4967 - val_recall: 0.8137 Epoch 1201/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7890 - val_loss: 0.4886 - val_recall: 0.7990 Epoch 1202/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7792 - val_loss: 0.4919 - val_recall: 0.8015 Epoch 1203/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7807 - val_loss: 0.4999 - val_recall: 0.7941 Epoch 1204/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7848 - val_loss: 0.4959 - val_recall: 0.7966 Epoch 1205/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7813 - val_loss: 0.4972 - val_recall: 0.8137 Epoch 1206/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7777 - val_loss: 0.4930 - val_recall: 0.8137 Epoch 1207/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7752 - val_loss: 0.4881 - val_recall: 0.7892 Epoch 1208/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7786 - val_loss: 0.4952 - val_recall: 0.8064 Epoch 1209/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7802 - val_loss: 0.4993 - val_recall: 0.8113 Epoch 1210/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7817 - val_loss: 0.4906 - val_recall: 0.8064 Epoch 1211/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7735 - val_loss: 0.4952 - val_recall: 0.8113 Epoch 1212/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7790 - val_loss: 0.4888 - val_recall: 0.8186 Epoch 1213/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7771 - val_loss: 0.5008 - val_recall: 0.8137 Epoch 1214/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7758 - val_loss: 0.4967 - val_recall: 0.8064 Epoch 1215/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7821 - val_loss: 0.4847 - val_recall: 0.8088 Epoch 1216/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7802 - val_loss: 0.4923 - val_recall: 0.8064 Epoch 1217/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7781 - val_loss: 0.4959 - val_recall: 0.8088 Epoch 1218/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7792 - val_loss: 0.4941 - val_recall: 0.8186 Epoch 1219/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7729 - val_loss: 0.4925 - val_recall: 0.8015 Epoch 1220/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7738 - val_loss: 0.5059 - val_recall: 0.8260 Epoch 1221/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7819 - val_loss: 0.4968 - val_recall: 0.8137 Epoch 1222/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7865 - val_loss: 0.4874 - val_recall: 0.8211 Epoch 1223/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7779 - val_loss: 0.4934 - val_recall: 0.8088 Epoch 1224/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7748 - val_loss: 0.4991 - val_recall: 0.8211 Epoch 1225/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7855 - val_loss: 0.4999 - val_recall: 0.8162 Epoch 1226/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7781 - val_loss: 0.4871 - val_recall: 0.8137 Epoch 1227/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7840 - val_loss: 0.4969 - val_recall: 0.8162 Epoch 1228/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7786 - val_loss: 0.4935 - val_recall: 0.7990 Epoch 1229/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7819 - val_loss: 0.4932 - val_recall: 0.8113 Epoch 1230/2000 48/48 [==============================] - 0s 5ms/step - loss: 0.4896 - recall: 0.7763 - val_loss: 0.4947 - val_recall: 0.8088 Epoch 1231/2000 48/48 [==============================] - 0s 4ms/step - loss: 0.4923 - recall: 0.7773 - val_loss: 0.5012 - val_recall: 0.8039 Epoch 1232/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7798 - val_loss: 0.4896 - val_recall: 0.7868 Epoch 1233/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4846 - recall: 0.7781 - val_loss: 0.4907 - val_recall: 0.8088 Epoch 1234/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7830 - val_loss: 0.4896 - val_recall: 0.8039 Epoch 1235/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7773 - val_loss: 0.4991 - val_recall: 0.8039 Epoch 1236/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7727 - val_loss: 0.4992 - val_recall: 0.8039 Epoch 1237/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7865 - val_loss: 0.4934 - val_recall: 0.8113 Epoch 1238/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7752 - val_loss: 0.4968 - val_recall: 0.8039 Epoch 1239/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7819 - val_loss: 0.4960 - val_recall: 0.8113 Epoch 1240/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7788 - val_loss: 0.4948 - val_recall: 0.7966 Epoch 1241/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7750 - val_loss: 0.4982 - val_recall: 0.7892 Epoch 1242/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7819 - val_loss: 0.4894 - val_recall: 0.8064 Epoch 1243/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7802 - val_loss: 0.4922 - val_recall: 0.8015 Epoch 1244/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4947 - val_recall: 0.8064 Epoch 1245/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7798 - val_loss: 0.4965 - val_recall: 0.8039 Epoch 1246/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7756 - val_loss: 0.4979 - val_recall: 0.8113 Epoch 1247/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7922 - val_loss: 0.4917 - val_recall: 0.8064 Epoch 1248/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7800 - val_loss: 0.4964 - val_recall: 0.8113 Epoch 1249/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7815 - val_loss: 0.4882 - val_recall: 0.8162 Epoch 1250/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7876 - val_loss: 0.4965 - val_recall: 0.8113 Epoch 1251/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7756 - val_loss: 0.5013 - val_recall: 0.8088 Epoch 1252/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7840 - val_loss: 0.4952 - val_recall: 0.8186 Epoch 1253/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7798 - val_loss: 0.5000 - val_recall: 0.8186 Epoch 1254/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7740 - val_loss: 0.4917 - val_recall: 0.8137 Epoch 1255/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7817 - val_loss: 0.4950 - val_recall: 0.8235 Epoch 1256/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7788 - val_loss: 0.5028 - val_recall: 0.8235 Epoch 1257/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7775 - val_loss: 0.4961 - val_recall: 0.8064 Epoch 1258/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7800 - val_loss: 0.4924 - val_recall: 0.8137 Epoch 1259/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7794 - val_loss: 0.4945 - val_recall: 0.8113 Epoch 1260/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7754 - val_loss: 0.4982 - val_recall: 0.8137 Epoch 1261/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7876 - val_loss: 0.4974 - val_recall: 0.8211 Epoch 1262/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7855 - val_loss: 0.4860 - val_recall: 0.8113 Epoch 1263/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7828 - val_loss: 0.4973 - val_recall: 0.8235 Epoch 1264/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7775 - val_loss: 0.4933 - val_recall: 0.8137 Epoch 1265/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7769 - val_loss: 0.4965 - val_recall: 0.8186 Epoch 1266/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7775 - val_loss: 0.4976 - val_recall: 0.8137 Epoch 1267/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7767 - val_loss: 0.4906 - val_recall: 0.7990 Epoch 1268/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7869 - val_loss: 0.4932 - val_recall: 0.8015 Epoch 1269/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7788 - val_loss: 0.5061 - val_recall: 0.8211 Epoch 1270/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7825 - val_loss: 0.4966 - val_recall: 0.8186 Epoch 1271/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7794 - val_loss: 0.4926 - val_recall: 0.8113 Epoch 1272/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7752 - val_loss: 0.4994 - val_recall: 0.8064 Epoch 1273/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7784 - val_loss: 0.4984 - val_recall: 0.8039 Epoch 1274/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7802 - val_loss: 0.4984 - val_recall: 0.8162 Epoch 1275/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7815 - val_loss: 0.4987 - val_recall: 0.8039 Epoch 1276/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7786 - val_loss: 0.4898 - val_recall: 0.8064 Epoch 1277/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7846 - val_loss: 0.4929 - val_recall: 0.8015 Epoch 1278/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7851 - val_loss: 0.4869 - val_recall: 0.8039 Epoch 1279/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7742 - val_loss: 0.4974 - val_recall: 0.8113 Epoch 1280/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7913 - val_loss: 0.4878 - val_recall: 0.7990 Epoch 1281/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7807 - val_loss: 0.4982 - val_recall: 0.8137 Epoch 1282/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7788 - val_loss: 0.4998 - val_recall: 0.8064 Epoch 1283/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7767 - val_loss: 0.5017 - val_recall: 0.7990 Epoch 1284/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7794 - val_loss: 0.5064 - val_recall: 0.8039 Epoch 1285/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7817 - val_loss: 0.4925 - val_recall: 0.8113 Epoch 1286/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7815 - val_loss: 0.4885 - val_recall: 0.8064 Epoch 1287/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7792 - val_loss: 0.5051 - val_recall: 0.8039 Epoch 1288/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7733 - val_loss: 0.4937 - val_recall: 0.8015 Epoch 1289/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7725 - val_loss: 0.4935 - val_recall: 0.8039 Epoch 1290/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7679 - val_loss: 0.5049 - val_recall: 0.8137 Epoch 1291/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7790 - val_loss: 0.4866 - val_recall: 0.8015 Epoch 1292/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7861 - val_loss: 0.4911 - val_recall: 0.8064 Epoch 1293/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7719 - val_loss: 0.4909 - val_recall: 0.7990 Epoch 1294/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7813 - val_loss: 0.4950 - val_recall: 0.8064 Epoch 1295/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.4940 - val_recall: 0.8064 Epoch 1296/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7817 - val_loss: 0.4869 - val_recall: 0.7966 Epoch 1297/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7721 - val_loss: 0.4843 - val_recall: 0.8088 Epoch 1298/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7756 - val_loss: 0.4990 - val_recall: 0.7892 Epoch 1299/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7947 - val_loss: 0.4954 - val_recall: 0.7990 Epoch 1300/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7712 - val_loss: 0.4967 - val_recall: 0.8113 Epoch 1301/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7733 - val_loss: 0.4972 - val_recall: 0.7941 Epoch 1302/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7752 - val_loss: 0.4940 - val_recall: 0.7990 Epoch 1303/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7903 - val_loss: 0.4994 - val_recall: 0.8137 Epoch 1304/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7926 - val_loss: 0.4953 - val_recall: 0.8088 Epoch 1305/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7905 - val_loss: 0.5015 - val_recall: 0.8162 Epoch 1306/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7855 - val_loss: 0.4937 - val_recall: 0.8064 Epoch 1307/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7851 - val_loss: 0.5041 - val_recall: 0.8137 Epoch 1308/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7882 - val_loss: 0.5030 - val_recall: 0.8235 Epoch 1309/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7978 - val_loss: 0.4942 - val_recall: 0.8039 Epoch 1310/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.8043 - val_loss: 0.5011 - val_recall: 0.8186 Epoch 1311/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.8095 - val_loss: 0.4956 - val_recall: 0.8211 Epoch 1312/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7882 - val_loss: 0.4979 - val_recall: 0.8039 Epoch 1313/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7976 - val_loss: 0.4975 - val_recall: 0.8235 Epoch 1314/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7846 - val_loss: 0.4828 - val_recall: 0.8088 Epoch 1315/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7888 - val_loss: 0.4944 - val_recall: 0.8260 Epoch 1316/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7867 - val_loss: 0.4937 - val_recall: 0.8235 Epoch 1317/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7848 - val_loss: 0.4969 - val_recall: 0.8162 Epoch 1318/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7936 - val_loss: 0.4943 - val_recall: 0.8186 Epoch 1319/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7840 - val_loss: 0.4984 - val_recall: 0.8211 Epoch 1320/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7844 - val_loss: 0.4900 - val_recall: 0.8235 Epoch 1321/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7823 - val_loss: 0.4929 - val_recall: 0.8064 Epoch 1322/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7761 - val_loss: 0.4966 - val_recall: 0.8113 Epoch 1323/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.8100 - val_loss: 0.4884 - val_recall: 0.8211 Epoch 1324/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7823 - val_loss: 0.4979 - val_recall: 0.8088 Epoch 1325/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7859 - val_loss: 0.4945 - val_recall: 0.8113 Epoch 1326/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7863 - val_loss: 0.4953 - val_recall: 0.8113 Epoch 1327/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7802 - val_loss: 0.4970 - val_recall: 0.8064 Epoch 1328/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7769 - val_loss: 0.4951 - val_recall: 0.8088 Epoch 1329/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7911 - val_loss: 0.5000 - val_recall: 0.8137 Epoch 1330/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7775 - val_loss: 0.5022 - val_recall: 0.8186 Epoch 1331/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7777 - val_loss: 0.5013 - val_recall: 0.8235 Epoch 1332/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7809 - val_loss: 0.4959 - val_recall: 0.8260 Epoch 1333/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7905 - val_loss: 0.4992 - val_recall: 0.8211 Epoch 1334/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7915 - val_loss: 0.4910 - val_recall: 0.8088 Epoch 1335/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7895 - val_loss: 0.4992 - val_recall: 0.8211 Epoch 1336/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7874 - val_loss: 0.4869 - val_recall: 0.8211 Epoch 1337/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7836 - val_loss: 0.4965 - val_recall: 0.8162 Epoch 1338/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.4941 - val_recall: 0.8137 Epoch 1339/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7802 - val_loss: 0.5048 - val_recall: 0.8113 Epoch 1340/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7813 - val_loss: 0.5013 - val_recall: 0.8162 Epoch 1341/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7905 - val_loss: 0.5019 - val_recall: 0.8211 Epoch 1342/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8039 Epoch 1343/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7888 - val_loss: 0.5044 - val_recall: 0.8039 Epoch 1344/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.4958 - val_recall: 0.8088 Epoch 1345/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7865 - val_loss: 0.5014 - val_recall: 0.8137 Epoch 1346/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7861 - val_loss: 0.5016 - val_recall: 0.8186 Epoch 1347/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7941 - val_loss: 0.4879 - val_recall: 0.8113 Epoch 1348/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7796 - val_loss: 0.4926 - val_recall: 0.8064 Epoch 1349/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7817 - val_loss: 0.5060 - val_recall: 0.8088 Epoch 1350/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7834 - val_loss: 0.4972 - val_recall: 0.8186 Epoch 1351/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7859 - val_loss: 0.4995 - val_recall: 0.8162 Epoch 1352/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7884 - val_loss: 0.4946 - val_recall: 0.8039 Epoch 1353/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7830 - val_loss: 0.5005 - val_recall: 0.8113 Epoch 1354/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7840 - val_loss: 0.4943 - val_recall: 0.8186 Epoch 1355/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7792 - val_loss: 0.5039 - val_recall: 0.8211 Epoch 1356/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7828 - val_loss: 0.4938 - val_recall: 0.8137 Epoch 1357/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7811 - val_loss: 0.4971 - val_recall: 0.8137 Epoch 1358/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7840 - val_loss: 0.5037 - val_recall: 0.8088 Epoch 1359/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7817 - val_loss: 0.4934 - val_recall: 0.8064 Epoch 1360/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7777 - val_loss: 0.5022 - val_recall: 0.8162 Epoch 1361/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7790 - val_loss: 0.4871 - val_recall: 0.8088 Epoch 1362/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7794 - val_loss: 0.5029 - val_recall: 0.8088 Epoch 1363/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7886 - val_loss: 0.4923 - val_recall: 0.8039 Epoch 1364/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7832 - val_loss: 0.4935 - val_recall: 0.8260 Epoch 1365/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7878 - val_loss: 0.4916 - val_recall: 0.8137 Epoch 1366/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7861 - val_loss: 0.4987 - val_recall: 0.8064 Epoch 1367/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7802 - val_loss: 0.5041 - val_recall: 0.8088 Epoch 1368/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7832 - val_loss: 0.4887 - val_recall: 0.8113 Epoch 1369/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7882 - val_loss: 0.4925 - val_recall: 0.8162 Epoch 1370/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7796 - val_loss: 0.4966 - val_recall: 0.8137 Epoch 1371/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7821 - val_loss: 0.4946 - val_recall: 0.7990 Epoch 1372/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7807 - val_loss: 0.5008 - val_recall: 0.8088 Epoch 1373/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7848 - val_loss: 0.4973 - val_recall: 0.8113 Epoch 1374/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7863 - val_loss: 0.4894 - val_recall: 0.7990 Epoch 1375/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7840 - val_loss: 0.4984 - val_recall: 0.8186 Epoch 1376/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7763 - val_loss: 0.5058 - val_recall: 0.8211 Epoch 1377/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4857 - recall: 0.8035 - val_loss: 0.5023 - val_recall: 0.8186 Epoch 1378/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7842 - val_loss: 0.4940 - val_recall: 0.8211 Epoch 1379/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4853 - recall: 0.7840 - val_loss: 0.4939 - val_recall: 0.8137 Epoch 1380/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.5035 - val_recall: 0.8137 Epoch 1381/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7792 - val_loss: 0.4908 - val_recall: 0.8113 Epoch 1382/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7928 - val_loss: 0.5084 - val_recall: 0.8260 Epoch 1383/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7836 - val_loss: 0.4976 - val_recall: 0.8088 Epoch 1384/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7851 - val_loss: 0.4890 - val_recall: 0.8113 Epoch 1385/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4849 - recall: 0.7901 - val_loss: 0.4981 - val_recall: 0.8137 Epoch 1386/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7832 - val_loss: 0.5043 - val_recall: 0.8186 Epoch 1387/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.8081 - val_loss: 0.4952 - val_recall: 0.8162 Epoch 1388/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7828 - val_loss: 0.4935 - val_recall: 0.8137 Epoch 1389/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.5009 - val_recall: 0.8186 Epoch 1390/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7892 - val_loss: 0.4985 - val_recall: 0.8064 Epoch 1391/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7895 - val_loss: 0.4997 - val_recall: 0.8113 Epoch 1392/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7909 - val_loss: 0.4899 - val_recall: 0.8186 Epoch 1393/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7846 - val_loss: 0.5012 - val_recall: 0.8211 Epoch 1394/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7792 - val_loss: 0.4982 - val_recall: 0.8186 Epoch 1395/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7807 - val_loss: 0.5005 - val_recall: 0.8162 Epoch 1396/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7836 - val_loss: 0.4964 - val_recall: 0.8186 Epoch 1397/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7867 - val_loss: 0.4913 - val_recall: 0.8064 Epoch 1398/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7853 - val_loss: 0.4981 - val_recall: 0.8088 Epoch 1399/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7982 - val_loss: 0.5013 - val_recall: 0.8235 Epoch 1400/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7913 - val_loss: 0.5101 - val_recall: 0.8211 Epoch 1401/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.8070 - val_loss: 0.5032 - val_recall: 0.8162 Epoch 1402/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.8089 - val_loss: 0.5029 - val_recall: 0.8235 Epoch 1403/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7890 - val_loss: 0.5099 - val_recall: 0.8186 Epoch 1404/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7976 - val_loss: 0.4943 - val_recall: 0.8064 Epoch 1405/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7878 - val_loss: 0.5019 - val_recall: 0.8113 Epoch 1406/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7974 - val_loss: 0.4932 - val_recall: 0.8113 Epoch 1407/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7823 - val_loss: 0.4956 - val_recall: 0.8137 Epoch 1408/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7794 - val_loss: 0.5062 - val_recall: 0.8162 Epoch 1409/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7968 - val_loss: 0.5006 - val_recall: 0.8186 Epoch 1410/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7901 - val_loss: 0.5010 - val_recall: 0.8113 Epoch 1411/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.8024 - val_loss: 0.4929 - val_recall: 0.8088 Epoch 1412/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7907 - val_loss: 0.5025 - val_recall: 0.8211 Epoch 1413/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4840 - recall: 0.7968 - val_loss: 0.4954 - val_recall: 0.8113 Epoch 1414/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7786 - val_loss: 0.4998 - val_recall: 0.8137 Epoch 1415/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7790 - val_loss: 0.5045 - val_recall: 0.8186 Epoch 1416/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7876 - val_loss: 0.4975 - val_recall: 0.8162 Epoch 1417/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7936 - val_loss: 0.4904 - val_recall: 0.8113 Epoch 1418/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7903 - val_loss: 0.4903 - val_recall: 0.8137 Epoch 1419/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7863 - val_loss: 0.4983 - val_recall: 0.8088 Epoch 1420/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7836 - val_loss: 0.4986 - val_recall: 0.8113 Epoch 1421/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4840 - recall: 0.7928 - val_loss: 0.4979 - val_recall: 0.8113 Epoch 1422/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7871 - val_loss: 0.5094 - val_recall: 0.8186 Epoch 1423/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7828 - val_loss: 0.4986 - val_recall: 0.8088 Epoch 1424/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7874 - val_loss: 0.4905 - val_recall: 0.8162 Epoch 1425/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7936 - val_loss: 0.5032 - val_recall: 0.8137 Epoch 1426/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7878 - val_loss: 0.5007 - val_recall: 0.8113 Epoch 1427/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7874 - val_loss: 0.4967 - val_recall: 0.8137 Epoch 1428/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7911 - val_loss: 0.5023 - val_recall: 0.8162 Epoch 1429/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7880 - val_loss: 0.4963 - val_recall: 0.8088 Epoch 1430/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7909 - val_loss: 0.4986 - val_recall: 0.8064 Epoch 1431/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7895 - val_loss: 0.4982 - val_recall: 0.8162 Epoch 1432/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7857 - val_loss: 0.4873 - val_recall: 0.8113 Epoch 1433/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7823 - val_loss: 0.4965 - val_recall: 0.8113 Epoch 1434/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7840 - val_loss: 0.5009 - val_recall: 0.8088 Epoch 1435/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7840 - val_loss: 0.4962 - val_recall: 0.8137 Epoch 1436/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7867 - val_loss: 0.4999 - val_recall: 0.8162 Epoch 1437/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7880 - val_loss: 0.4901 - val_recall: 0.8186 Epoch 1438/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7802 - val_loss: 0.4974 - val_recall: 0.8088 Epoch 1439/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7765 - val_loss: 0.4973 - val_recall: 0.8113 Epoch 1440/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7771 - val_loss: 0.5051 - val_recall: 0.8186 Epoch 1441/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7936 - val_loss: 0.4905 - val_recall: 0.8015 Epoch 1442/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7828 - val_loss: 0.5055 - val_recall: 0.8162 Epoch 1443/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7876 - val_loss: 0.4944 - val_recall: 0.8113 Epoch 1444/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7769 - val_loss: 0.4978 - val_recall: 0.8162 Epoch 1445/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.8043 - val_loss: 0.4953 - val_recall: 0.8186 Epoch 1446/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7811 - val_loss: 0.5047 - val_recall: 0.8113 Epoch 1447/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4849 - recall: 0.7859 - val_loss: 0.4951 - val_recall: 0.8113 Epoch 1448/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4969 - val_recall: 0.8162 Epoch 1449/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7905 - val_loss: 0.5069 - val_recall: 0.8260 Epoch 1450/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7959 - val_loss: 0.5033 - val_recall: 0.8186 Epoch 1451/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7941 - val_loss: 0.4997 - val_recall: 0.8137 Epoch 1452/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7848 - val_loss: 0.4990 - val_recall: 0.8211 Epoch 1453/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7867 - val_loss: 0.5063 - val_recall: 0.8137 Epoch 1454/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7817 - val_loss: 0.4972 - val_recall: 0.8113 Epoch 1455/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7834 - val_loss: 0.4979 - val_recall: 0.8162 Epoch 1456/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7882 - val_loss: 0.5035 - val_recall: 0.8162 Epoch 1457/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7876 - val_loss: 0.5010 - val_recall: 0.8113 Epoch 1458/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7926 - val_loss: 0.4994 - val_recall: 0.8162 Epoch 1459/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7918 - val_loss: 0.4932 - val_recall: 0.8088 Epoch 1460/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7859 - val_loss: 0.5046 - val_recall: 0.8211 Epoch 1461/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7807 - val_loss: 0.4943 - val_recall: 0.8162 Epoch 1462/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7909 - val_loss: 0.4980 - val_recall: 0.8186 Epoch 1463/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7830 - val_loss: 0.4989 - val_recall: 0.8015 Epoch 1464/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7972 - val_loss: 0.4989 - val_recall: 0.8162 Epoch 1465/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7876 - val_loss: 0.5013 - val_recall: 0.8162 Epoch 1466/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7828 - val_loss: 0.5028 - val_recall: 0.8186 Epoch 1467/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7863 - val_loss: 0.4974 - val_recall: 0.8186 Epoch 1468/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7836 - val_loss: 0.5034 - val_recall: 0.8186 Epoch 1469/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7859 - val_loss: 0.5011 - val_recall: 0.8211 Epoch 1470/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7911 - val_loss: 0.4902 - val_recall: 0.8235 Epoch 1471/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7903 - val_loss: 0.4956 - val_recall: 0.8235 Epoch 1472/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7982 - val_loss: 0.4972 - val_recall: 0.8211 Epoch 1473/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7876 - val_loss: 0.5016 - val_recall: 0.8284 Epoch 1474/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7957 - val_loss: 0.5044 - val_recall: 0.8284 Epoch 1475/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7846 - val_loss: 0.4977 - val_recall: 0.8064 Epoch 1476/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7901 - val_loss: 0.5016 - val_recall: 0.8162 Epoch 1477/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7892 - val_loss: 0.5013 - val_recall: 0.8235 Epoch 1478/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7863 - val_loss: 0.4957 - val_recall: 0.8211 Epoch 1479/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7913 - val_loss: 0.4933 - val_recall: 0.8137 Epoch 1480/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7980 - val_loss: 0.4990 - val_recall: 0.8211 Epoch 1481/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7922 - val_loss: 0.4981 - val_recall: 0.8235 Epoch 1482/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7890 - val_loss: 0.5001 - val_recall: 0.8260 Epoch 1483/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7842 - val_loss: 0.4966 - val_recall: 0.8137 Epoch 1484/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.8081 - val_loss: 0.4972 - val_recall: 0.8088 Epoch 1485/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7918 - val_loss: 0.5021 - val_recall: 0.8211 Epoch 1486/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7836 - val_loss: 0.4963 - val_recall: 0.8186 Epoch 1487/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7882 - val_loss: 0.4969 - val_recall: 0.8235 Epoch 1488/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.8033 - val_loss: 0.4913 - val_recall: 0.8260 Epoch 1489/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7980 - val_loss: 0.5084 - val_recall: 0.8260 Epoch 1490/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7911 - val_loss: 0.4919 - val_recall: 0.8211 Epoch 1491/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7807 - val_loss: 0.4999 - val_recall: 0.8235 Epoch 1492/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7886 - val_loss: 0.4861 - val_recall: 0.8088 Epoch 1493/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7853 - val_loss: 0.5026 - val_recall: 0.8211 Epoch 1494/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7943 - val_loss: 0.4943 - val_recall: 0.8211 Epoch 1495/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7844 - val_loss: 0.5014 - val_recall: 0.8186 Epoch 1496/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7863 - val_loss: 0.5040 - val_recall: 0.8260 Epoch 1497/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.8018 - val_loss: 0.5012 - val_recall: 0.8260 Epoch 1498/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.8152 - val_loss: 0.5042 - val_recall: 0.8211 Epoch 1499/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7930 - val_loss: 0.4996 - val_recall: 0.8211 Epoch 1500/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7840 - val_loss: 0.5017 - val_recall: 0.8186 Epoch 1501/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7838 - val_loss: 0.4981 - val_recall: 0.8211 Epoch 1502/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7842 - val_loss: 0.5012 - val_recall: 0.8186 Epoch 1503/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7828 - val_loss: 0.5026 - val_recall: 0.8260 Epoch 1504/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7932 - val_loss: 0.4969 - val_recall: 0.8235 Epoch 1505/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7848 - val_loss: 0.4993 - val_recall: 0.8186 Epoch 1506/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7790 - val_loss: 0.4991 - val_recall: 0.8186 Epoch 1507/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7874 - val_loss: 0.4979 - val_recall: 0.8260 Epoch 1508/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7798 - val_loss: 0.4996 - val_recall: 0.8186 Epoch 1509/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7867 - val_loss: 0.4955 - val_recall: 0.8235 Epoch 1510/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7729 - val_loss: 0.5022 - val_recall: 0.8088 Epoch 1511/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7821 - val_loss: 0.4934 - val_recall: 0.8113 Epoch 1512/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7972 - val_loss: 0.4985 - val_recall: 0.8113 Epoch 1513/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7828 - val_loss: 0.5020 - val_recall: 0.8186 Epoch 1514/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7765 - val_loss: 0.4944 - val_recall: 0.8162 Epoch 1515/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7802 - val_loss: 0.5126 - val_recall: 0.8260 Epoch 1516/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.8062 - val_loss: 0.4972 - val_recall: 0.8162 Epoch 1517/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7846 - val_loss: 0.5012 - val_recall: 0.8162 Epoch 1518/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7859 - val_loss: 0.5054 - val_recall: 0.8162 Epoch 1519/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7993 - val_loss: 0.4962 - val_recall: 0.8088 Epoch 1520/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7993 - val_loss: 0.4946 - val_recall: 0.8162 Epoch 1521/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7825 - val_loss: 0.5020 - val_recall: 0.8137 Epoch 1522/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7784 - val_loss: 0.5066 - val_recall: 0.8162 Epoch 1523/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7895 - val_loss: 0.4922 - val_recall: 0.8064 Epoch 1524/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8116 - val_loss: 0.5028 - val_recall: 0.8186 Epoch 1525/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7915 - val_loss: 0.5028 - val_recall: 0.8088 Epoch 1526/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7895 - val_loss: 0.5074 - val_recall: 0.8211 Epoch 1527/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7834 - val_loss: 0.5081 - val_recall: 0.8162 Epoch 1528/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7993 - val_loss: 0.5028 - val_recall: 0.8137 Epoch 1529/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7991 - val_loss: 0.4953 - val_recall: 0.8088 Epoch 1530/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7834 - val_loss: 0.4953 - val_recall: 0.8064 Epoch 1531/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.8070 - val_loss: 0.5056 - val_recall: 0.8211 Epoch 1532/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.8075 - val_loss: 0.4994 - val_recall: 0.8064 Epoch 1533/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.8121 - val_loss: 0.5037 - val_recall: 0.8211 Epoch 1534/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.8037 - val_loss: 0.5023 - val_recall: 0.8186 Epoch 1535/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.8196 - val_loss: 0.5092 - val_recall: 0.8284 Epoch 1536/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8257 - val_loss: 0.5008 - val_recall: 0.8284 Epoch 1537/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.8196 - val_loss: 0.4984 - val_recall: 0.8162 Epoch 1538/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.8248 - val_loss: 0.4992 - val_recall: 0.8284 Epoch 1539/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7999 - val_loss: 0.5028 - val_recall: 0.8235 Epoch 1540/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.8121 - val_loss: 0.4935 - val_recall: 0.8162 Epoch 1541/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7855 - val_loss: 0.5008 - val_recall: 0.8235 Epoch 1542/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7987 - val_loss: 0.5066 - val_recall: 0.8284 Epoch 1543/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7982 - val_loss: 0.4999 - val_recall: 0.8088 Epoch 1544/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.8043 - val_loss: 0.4950 - val_recall: 0.8162 Epoch 1545/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7861 - val_loss: 0.4985 - val_recall: 0.8113 Epoch 1546/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7886 - val_loss: 0.5000 - val_recall: 0.8235 Epoch 1547/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7880 - val_loss: 0.5053 - val_recall: 0.8235 Epoch 1548/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7821 - val_loss: 0.5057 - val_recall: 0.8137 Epoch 1549/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7890 - val_loss: 0.5049 - val_recall: 0.8211 Epoch 1550/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.8014 - val_loss: 0.4933 - val_recall: 0.8113 Epoch 1551/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7869 - val_loss: 0.4994 - val_recall: 0.8137 Epoch 1552/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7838 - val_loss: 0.5042 - val_recall: 0.8064 Epoch 1553/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7838 - val_loss: 0.4944 - val_recall: 0.8088 Epoch 1554/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7970 - val_loss: 0.5030 - val_recall: 0.8162 Epoch 1555/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.8035 - val_loss: 0.4921 - val_recall: 0.8186 Epoch 1556/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7972 - val_loss: 0.5047 - val_recall: 0.8235 Epoch 1557/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7897 - val_loss: 0.4991 - val_recall: 0.8113 Epoch 1558/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7897 - val_loss: 0.5002 - val_recall: 0.8137 Epoch 1559/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.8062 - val_loss: 0.4960 - val_recall: 0.8162 Epoch 1560/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7888 - val_loss: 0.4961 - val_recall: 0.8113 Epoch 1561/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7899 - val_loss: 0.5025 - val_recall: 0.8235 Epoch 1562/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7890 - val_loss: 0.4960 - val_recall: 0.8162 Epoch 1563/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7851 - val_loss: 0.4967 - val_recall: 0.8137 Epoch 1564/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7848 - val_loss: 0.5031 - val_recall: 0.8235 Epoch 1565/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7855 - val_loss: 0.5017 - val_recall: 0.8260 Epoch 1566/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.8054 - val_loss: 0.4959 - val_recall: 0.8137 Epoch 1567/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7823 - val_loss: 0.5009 - val_recall: 0.8137 Epoch 1568/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7878 - val_loss: 0.4983 - val_recall: 0.8113 Epoch 1569/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7828 - val_loss: 0.5024 - val_recall: 0.8235 Epoch 1570/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7853 - val_loss: 0.5065 - val_recall: 0.8211 Epoch 1571/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7865 - val_loss: 0.4988 - val_recall: 0.8186 Epoch 1572/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7920 - val_loss: 0.4923 - val_recall: 0.8113 Epoch 1573/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7928 - val_loss: 0.5022 - val_recall: 0.8186 Epoch 1574/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7830 - val_loss: 0.4997 - val_recall: 0.8186 Epoch 1575/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7832 - val_loss: 0.5000 - val_recall: 0.8113 Epoch 1576/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7901 - val_loss: 0.4924 - val_recall: 0.8039 Epoch 1577/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7855 - val_loss: 0.4917 - val_recall: 0.8039 Epoch 1578/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7819 - val_loss: 0.4996 - val_recall: 0.8088 Epoch 1579/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7840 - val_loss: 0.5117 - val_recall: 0.8186 Epoch 1580/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7832 - val_loss: 0.4997 - val_recall: 0.8113 Epoch 1581/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7911 - val_loss: 0.5031 - val_recall: 0.8162 Epoch 1582/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7943 - val_loss: 0.4884 - val_recall: 0.8162 Epoch 1583/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7903 - val_loss: 0.5019 - val_recall: 0.8162 Epoch 1584/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7905 - val_loss: 0.5033 - val_recall: 0.8186 Epoch 1585/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7892 - val_loss: 0.5022 - val_recall: 0.8137 Epoch 1586/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7897 - val_loss: 0.4917 - val_recall: 0.8186 Epoch 1587/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7874 - val_loss: 0.4943 - val_recall: 0.8137 Epoch 1588/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7851 - val_loss: 0.4907 - val_recall: 0.8162 Epoch 1589/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7838 - val_loss: 0.5066 - val_recall: 0.8235 Epoch 1590/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7878 - val_loss: 0.5120 - val_recall: 0.8333 Epoch 1591/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7861 - val_loss: 0.5039 - val_recall: 0.8162 Epoch 1592/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7886 - val_loss: 0.5022 - val_recall: 0.8137 Epoch 1593/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7892 - val_loss: 0.4962 - val_recall: 0.8113 Epoch 1594/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7840 - val_loss: 0.4983 - val_recall: 0.8088 Epoch 1595/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7892 - val_loss: 0.4960 - val_recall: 0.8162 Epoch 1596/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7838 - val_loss: 0.4906 - val_recall: 0.8137 Epoch 1597/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7869 - val_loss: 0.5051 - val_recall: 0.8113 Epoch 1598/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7748 - val_loss: 0.5088 - val_recall: 0.8162 Epoch 1599/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7836 - val_loss: 0.4998 - val_recall: 0.8211 Epoch 1600/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7871 - val_loss: 0.4879 - val_recall: 0.8137 Epoch 1601/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7871 - val_loss: 0.4857 - val_recall: 0.8064 Epoch 1602/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7788 - val_loss: 0.4952 - val_recall: 0.8162 Epoch 1603/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7918 - val_loss: 0.5016 - val_recall: 0.8186 Epoch 1604/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7800 - val_loss: 0.5027 - val_recall: 0.8162 Epoch 1605/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7800 - val_loss: 0.4990 - val_recall: 0.8137 Epoch 1606/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.5067 - val_recall: 0.8260 Epoch 1607/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.8045 - val_loss: 0.4929 - val_recall: 0.7966 Epoch 1608/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7784 - val_loss: 0.5060 - val_recall: 0.8113 Epoch 1609/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7832 - val_loss: 0.4950 - val_recall: 0.8064 Epoch 1610/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7855 - val_loss: 0.5030 - val_recall: 0.8211 Epoch 1611/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7857 - val_loss: 0.5059 - val_recall: 0.8064 Epoch 1612/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7786 - val_loss: 0.5009 - val_recall: 0.7990 Epoch 1613/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7819 - val_loss: 0.5146 - val_recall: 0.8260 Epoch 1614/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7976 - val_loss: 0.5010 - val_recall: 0.8088 Epoch 1615/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7821 - val_loss: 0.4974 - val_recall: 0.8137 Epoch 1616/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7846 - val_loss: 0.4979 - val_recall: 0.8113 Epoch 1617/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7796 - val_loss: 0.4974 - val_recall: 0.8137 Epoch 1618/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7920 - val_loss: 0.4932 - val_recall: 0.8137 Epoch 1619/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7838 - val_loss: 0.4978 - val_recall: 0.8137 Epoch 1620/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7800 - val_loss: 0.5039 - val_recall: 0.8015 Epoch 1621/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7941 - val_loss: 0.5024 - val_recall: 0.8137 Epoch 1622/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7805 - val_loss: 0.5058 - val_recall: 0.8137 Epoch 1623/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7848 - val_loss: 0.4968 - val_recall: 0.8088 Epoch 1624/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7861 - val_loss: 0.5111 - val_recall: 0.8113 Epoch 1625/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7838 - val_loss: 0.5006 - val_recall: 0.8137 Epoch 1626/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7767 - val_loss: 0.4970 - val_recall: 0.8162 Epoch 1627/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7842 - val_loss: 0.5022 - val_recall: 0.8113 Epoch 1628/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7771 - val_loss: 0.4998 - val_recall: 0.8162 Epoch 1629/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7752 - val_loss: 0.4929 - val_recall: 0.8113 Epoch 1630/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7846 - val_loss: 0.4999 - val_recall: 0.8211 Epoch 1631/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7830 - val_loss: 0.5013 - val_recall: 0.8162 Epoch 1632/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7871 - val_loss: 0.4986 - val_recall: 0.8162 Epoch 1633/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7901 - val_loss: 0.4969 - val_recall: 0.8235 Epoch 1634/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7880 - val_loss: 0.4935 - val_recall: 0.8137 Epoch 1635/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7819 - val_loss: 0.4923 - val_recall: 0.8162 Epoch 1636/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7857 - val_loss: 0.4955 - val_recall: 0.8162 Epoch 1637/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7807 - val_loss: 0.5062 - val_recall: 0.8235 Epoch 1638/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7807 - val_loss: 0.5006 - val_recall: 0.8137 Epoch 1639/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7869 - val_loss: 0.4934 - val_recall: 0.8113 Epoch 1640/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7786 - val_loss: 0.5021 - val_recall: 0.8088 Epoch 1641/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.5029 - val_recall: 0.8162 Epoch 1642/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.5073 - val_recall: 0.8260 Epoch 1643/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7884 - val_loss: 0.4968 - val_recall: 0.8186 Epoch 1644/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7855 - val_loss: 0.4977 - val_recall: 0.8088 Epoch 1645/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7788 - val_loss: 0.5076 - val_recall: 0.8162 Epoch 1646/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7848 - val_loss: 0.4980 - val_recall: 0.8088 Epoch 1647/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7897 - val_loss: 0.4945 - val_recall: 0.8088 Epoch 1648/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7846 - val_loss: 0.5037 - val_recall: 0.8113 Epoch 1649/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7846 - val_loss: 0.4963 - val_recall: 0.8088 Epoch 1650/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7880 - val_loss: 0.4935 - val_recall: 0.8113 Epoch 1651/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7846 - val_loss: 0.5066 - val_recall: 0.8137 Epoch 1652/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7865 - val_loss: 0.5046 - val_recall: 0.8113 Epoch 1653/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7781 - val_loss: 0.4962 - val_recall: 0.8064 Epoch 1654/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7861 - val_loss: 0.5000 - val_recall: 0.8162 Epoch 1655/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7834 - val_loss: 0.4951 - val_recall: 0.8064 Epoch 1656/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7794 - val_loss: 0.4979 - val_recall: 0.8088 Epoch 1657/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7813 - val_loss: 0.4923 - val_recall: 0.8039 Epoch 1658/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7807 - val_loss: 0.5027 - val_recall: 0.8162 Epoch 1659/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7823 - val_loss: 0.4962 - val_recall: 0.7990 Epoch 1660/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7855 - val_loss: 0.4997 - val_recall: 0.8039 Epoch 1661/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7756 - val_loss: 0.5056 - val_recall: 0.8015 Epoch 1662/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7844 - val_loss: 0.5004 - val_recall: 0.8064 Epoch 1663/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7888 - val_loss: 0.5175 - val_recall: 0.8186 Epoch 1664/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7830 - val_loss: 0.4977 - val_recall: 0.8113 Epoch 1665/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7869 - val_loss: 0.4987 - val_recall: 0.8015 Epoch 1666/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7809 - val_loss: 0.4996 - val_recall: 0.8064 Epoch 1667/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7832 - val_loss: 0.4919 - val_recall: 0.8186 Epoch 1668/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7848 - val_loss: 0.4874 - val_recall: 0.8039 Epoch 1669/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7830 - val_loss: 0.5064 - val_recall: 0.8039 Epoch 1670/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7830 - val_loss: 0.4994 - val_recall: 0.8137 Epoch 1671/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7920 - val_loss: 0.4884 - val_recall: 0.7941 Epoch 1672/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7746 - val_loss: 0.5019 - val_recall: 0.8064 Epoch 1673/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7874 - val_loss: 0.4951 - val_recall: 0.7990 Epoch 1674/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7815 - val_loss: 0.4928 - val_recall: 0.8186 Epoch 1675/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7911 - val_loss: 0.4911 - val_recall: 0.8113 Epoch 1676/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7842 - val_loss: 0.4966 - val_recall: 0.8113 Epoch 1677/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7876 - val_loss: 0.4962 - val_recall: 0.8137 Epoch 1678/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7811 - val_loss: 0.4985 - val_recall: 0.8162 Epoch 1679/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7811 - val_loss: 0.4989 - val_recall: 0.8235 Epoch 1680/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.8211 Epoch 1681/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7813 - val_loss: 0.4956 - val_recall: 0.8113 Epoch 1682/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7815 - val_loss: 0.5006 - val_recall: 0.8088 Epoch 1683/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4851 - recall: 0.7911 - val_loss: 0.5030 - val_recall: 0.8039 Epoch 1684/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7882 - val_loss: 0.4971 - val_recall: 0.8113 Epoch 1685/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7838 - val_loss: 0.4906 - val_recall: 0.8113 Epoch 1686/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7788 - val_loss: 0.4989 - val_recall: 0.8064 Epoch 1687/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7982 - val_loss: 0.4984 - val_recall: 0.8113 Epoch 1688/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7886 - val_loss: 0.4990 - val_recall: 0.8088 Epoch 1689/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7853 - val_loss: 0.5004 - val_recall: 0.8113 Epoch 1690/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7861 - val_loss: 0.5001 - val_recall: 0.8186 Epoch 1691/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7800 - val_loss: 0.4956 - val_recall: 0.8186 Epoch 1692/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7855 - val_loss: 0.4983 - val_recall: 0.8162 Epoch 1693/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7830 - val_loss: 0.5046 - val_recall: 0.8186 Epoch 1694/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7840 - val_loss: 0.4986 - val_recall: 0.8186 Epoch 1695/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7897 - val_loss: 0.4992 - val_recall: 0.8162 Epoch 1696/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7796 - val_loss: 0.4937 - val_recall: 0.8137 Epoch 1697/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7861 - val_loss: 0.5031 - val_recall: 0.8088 Epoch 1698/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7800 - val_loss: 0.5069 - val_recall: 0.8186 Epoch 1699/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7886 - val_loss: 0.4989 - val_recall: 0.8064 Epoch 1700/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7800 - val_loss: 0.4948 - val_recall: 0.8137 Epoch 1701/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7863 - val_loss: 0.4975 - val_recall: 0.8186 Epoch 1702/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4837 - recall: 0.7897 - val_loss: 0.5007 - val_recall: 0.8088 Epoch 1703/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7886 - val_loss: 0.4933 - val_recall: 0.7990 Epoch 1704/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4809 - recall: 0.7869 - val_loss: 0.4952 - val_recall: 0.8088 Epoch 1705/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7880 - val_loss: 0.4995 - val_recall: 0.8137 Epoch 1706/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7892 - val_loss: 0.5067 - val_recall: 0.8186 Epoch 1707/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7855 - val_loss: 0.4915 - val_recall: 0.8088 Epoch 1708/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7878 - val_loss: 0.5013 - val_recall: 0.8088 Epoch 1709/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7863 - val_loss: 0.4847 - val_recall: 0.7990 Epoch 1710/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4966 - val_recall: 0.8137 Epoch 1711/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7915 - val_loss: 0.4988 - val_recall: 0.8015 Epoch 1712/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7819 - val_loss: 0.4968 - val_recall: 0.8064 Epoch 1713/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7828 - val_loss: 0.4991 - val_recall: 0.8162 Epoch 1714/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7838 - val_loss: 0.4924 - val_recall: 0.8039 Epoch 1715/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4822 - recall: 0.7913 - val_loss: 0.4889 - val_recall: 0.8113 Epoch 1716/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7840 - val_loss: 0.5014 - val_recall: 0.8113 Epoch 1717/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7848 - val_loss: 0.4942 - val_recall: 0.8113 Epoch 1718/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7832 - val_loss: 0.4908 - val_recall: 0.8088 Epoch 1719/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7790 - val_loss: 0.4980 - val_recall: 0.8088 Epoch 1720/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7865 - val_loss: 0.4952 - val_recall: 0.8162 Epoch 1721/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7880 - val_loss: 0.4989 - val_recall: 0.8162 Epoch 1722/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7861 - val_loss: 0.5035 - val_recall: 0.8137 Epoch 1723/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7773 - val_loss: 0.5044 - val_recall: 0.8137 Epoch 1724/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7844 - val_loss: 0.4970 - val_recall: 0.8088 Epoch 1725/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7922 - val_loss: 0.5055 - val_recall: 0.8088 Epoch 1726/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7882 - val_loss: 0.4899 - val_recall: 0.8088 Epoch 1727/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7821 - val_loss: 0.5049 - val_recall: 0.8088 Epoch 1728/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7901 - val_loss: 0.4963 - val_recall: 0.8113 Epoch 1729/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7848 - val_loss: 0.4987 - val_recall: 0.8088 Epoch 1730/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7784 - val_loss: 0.4917 - val_recall: 0.8064 Epoch 1731/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7807 - val_loss: 0.5043 - val_recall: 0.8137 Epoch 1732/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7844 - val_loss: 0.4995 - val_recall: 0.8137 Epoch 1733/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7859 - val_loss: 0.4979 - val_recall: 0.8064 Epoch 1734/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7784 - val_loss: 0.4951 - val_recall: 0.8113 Epoch 1735/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7754 - val_loss: 0.5015 - val_recall: 0.8064 Epoch 1736/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7851 - val_loss: 0.4903 - val_recall: 0.8088 Epoch 1737/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7838 - val_loss: 0.5029 - val_recall: 0.8137 Epoch 1738/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7865 - val_loss: 0.4991 - val_recall: 0.8186 Epoch 1739/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7882 - val_loss: 0.4941 - val_recall: 0.8137 Epoch 1740/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7848 - val_loss: 0.4894 - val_recall: 0.8137 Epoch 1741/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7855 - val_loss: 0.4927 - val_recall: 0.8113 Epoch 1742/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7920 - val_loss: 0.4941 - val_recall: 0.8137 Epoch 1743/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7794 - val_loss: 0.4995 - val_recall: 0.8113 Epoch 1744/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7846 - val_loss: 0.4969 - val_recall: 0.8064 Epoch 1745/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7903 - val_loss: 0.4987 - val_recall: 0.8113 Epoch 1746/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7836 - val_loss: 0.5016 - val_recall: 0.8064 Epoch 1747/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7855 - val_loss: 0.4892 - val_recall: 0.8039 Epoch 1748/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7834 - val_loss: 0.4955 - val_recall: 0.8186 Epoch 1749/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4850 - recall: 0.7823 - val_loss: 0.4894 - val_recall: 0.8064 Epoch 1750/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7809 - val_loss: 0.5015 - val_recall: 0.8162 Epoch 1751/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7903 - val_loss: 0.4980 - val_recall: 0.8162 Epoch 1752/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7851 - val_loss: 0.4940 - val_recall: 0.8137 Epoch 1753/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7861 - val_loss: 0.5050 - val_recall: 0.8064 Epoch 1754/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7834 - val_loss: 0.5012 - val_recall: 0.8137 Epoch 1755/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7825 - val_loss: 0.4993 - val_recall: 0.8186 Epoch 1756/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7859 - val_loss: 0.4995 - val_recall: 0.8088 Epoch 1757/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7815 - val_loss: 0.5034 - val_recall: 0.8137 Epoch 1758/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7836 - val_loss: 0.5132 - val_recall: 0.8088 Epoch 1759/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7802 - val_loss: 0.5023 - val_recall: 0.8211 Epoch 1760/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7918 - val_loss: 0.4935 - val_recall: 0.8113 Epoch 1761/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.5057 - val_recall: 0.8137 Epoch 1762/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7888 - val_loss: 0.4901 - val_recall: 0.8137 Epoch 1763/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7874 - val_loss: 0.4991 - val_recall: 0.8186 Epoch 1764/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7807 - val_loss: 0.5151 - val_recall: 0.8186 Epoch 1765/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7934 - val_loss: 0.4986 - val_recall: 0.8113 Epoch 1766/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7832 - val_loss: 0.5031 - val_recall: 0.8162 Epoch 1767/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7909 - val_loss: 0.4871 - val_recall: 0.8064 Epoch 1768/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7844 - val_loss: 0.5056 - val_recall: 0.8162 Epoch 1769/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7871 - val_loss: 0.4968 - val_recall: 0.8162 Epoch 1770/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7773 - val_loss: 0.4978 - val_recall: 0.8162 Epoch 1771/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7823 - val_loss: 0.4971 - val_recall: 0.8211 Epoch 1772/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.7920 - val_loss: 0.4971 - val_recall: 0.8162 Epoch 1773/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7865 - val_loss: 0.4985 - val_recall: 0.8064 Epoch 1774/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7784 - val_loss: 0.4916 - val_recall: 0.8137 Epoch 1775/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7855 - val_loss: 0.4996 - val_recall: 0.8113 Epoch 1776/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7781 - val_loss: 0.4973 - val_recall: 0.8137 Epoch 1777/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7848 - val_loss: 0.4986 - val_recall: 0.8088 Epoch 1778/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7851 - val_loss: 0.5014 - val_recall: 0.8039 Epoch 1779/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7853 - val_loss: 0.4970 - val_recall: 0.8137 Epoch 1780/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7878 - val_loss: 0.4938 - val_recall: 0.8064 Epoch 1781/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7892 - val_loss: 0.4964 - val_recall: 0.8211 Epoch 1782/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7878 - val_loss: 0.5016 - val_recall: 0.8162 Epoch 1783/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7842 - val_loss: 0.4984 - val_recall: 0.8088 Epoch 1784/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7792 - val_loss: 0.4953 - val_recall: 0.8113 Epoch 1785/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7777 - val_loss: 0.5010 - val_recall: 0.8162 Epoch 1786/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7918 - val_loss: 0.4994 - val_recall: 0.8137 Epoch 1787/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7788 - val_loss: 0.5006 - val_recall: 0.8162 Epoch 1788/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7815 - val_loss: 0.5009 - val_recall: 0.8186 Epoch 1789/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7828 - val_loss: 0.4889 - val_recall: 0.8088 Epoch 1790/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7869 - val_loss: 0.4952 - val_recall: 0.8113 Epoch 1791/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7869 - val_loss: 0.4932 - val_recall: 0.8113 Epoch 1792/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7828 - val_loss: 0.5019 - val_recall: 0.8186 Epoch 1793/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7846 - val_loss: 0.4895 - val_recall: 0.8137 Epoch 1794/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7790 - val_loss: 0.4949 - val_recall: 0.8039 Epoch 1795/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7779 - val_loss: 0.4933 - val_recall: 0.8113 Epoch 1796/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7798 - val_loss: 0.4959 - val_recall: 0.8113 Epoch 1797/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7867 - val_loss: 0.4917 - val_recall: 0.8039 Epoch 1798/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7869 - val_loss: 0.5059 - val_recall: 0.8162 Epoch 1799/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7834 - val_loss: 0.4951 - val_recall: 0.8186 Epoch 1800/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7773 - val_loss: 0.5007 - val_recall: 0.8137 Epoch 1801/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7800 - val_loss: 0.5048 - val_recall: 0.8211 Epoch 1802/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7834 - val_loss: 0.4924 - val_recall: 0.8113 Epoch 1803/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7821 - val_loss: 0.4993 - val_recall: 0.8113 Epoch 1804/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7798 - val_loss: 0.4973 - val_recall: 0.8064 Epoch 1805/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7871 - val_loss: 0.4957 - val_recall: 0.8137 Epoch 1806/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7886 - val_loss: 0.5041 - val_recall: 0.8186 Epoch 1807/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7796 - val_loss: 0.4944 - val_recall: 0.8186 Epoch 1808/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7871 - val_loss: 0.5023 - val_recall: 0.8186 Epoch 1809/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7915 - val_loss: 0.4933 - val_recall: 0.8211 Epoch 1810/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7838 - val_loss: 0.5017 - val_recall: 0.8162 Epoch 1811/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7907 - val_loss: 0.4981 - val_recall: 0.8015 Epoch 1812/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7773 - val_loss: 0.5046 - val_recall: 0.8137 Epoch 1813/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7859 - val_loss: 0.4985 - val_recall: 0.8162 Epoch 1814/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7836 - val_loss: 0.4995 - val_recall: 0.8113 Epoch 1815/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.8015 Epoch 1816/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7781 - val_loss: 0.5054 - val_recall: 0.8186 Epoch 1817/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7922 - val_loss: 0.4907 - val_recall: 0.8064 Epoch 1818/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7819 - val_loss: 0.4925 - val_recall: 0.8064 Epoch 1819/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7861 - val_loss: 0.4995 - val_recall: 0.8137 Epoch 1820/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7890 - val_loss: 0.5007 - val_recall: 0.8211 Epoch 1821/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4850 - recall: 0.7905 - val_loss: 0.5004 - val_recall: 0.8113 Epoch 1822/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8064 Epoch 1823/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7752 - val_loss: 0.5003 - val_recall: 0.8211 Epoch 1824/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7874 - val_loss: 0.4946 - val_recall: 0.8088 Epoch 1825/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7815 - val_loss: 0.5005 - val_recall: 0.8088 Epoch 1826/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7819 - val_loss: 0.4896 - val_recall: 0.8186 Epoch 1827/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7903 - val_loss: 0.4894 - val_recall: 0.8088 Epoch 1828/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7832 - val_loss: 0.4894 - val_recall: 0.8088 Epoch 1829/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7857 - val_loss: 0.4898 - val_recall: 0.8039 Epoch 1830/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7784 - val_loss: 0.5088 - val_recall: 0.8235 Epoch 1831/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7859 - val_loss: 0.4953 - val_recall: 0.8162 Epoch 1832/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7863 - val_loss: 0.5006 - val_recall: 0.8186 Epoch 1833/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7961 - val_loss: 0.4978 - val_recall: 0.8162 Epoch 1834/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7805 - val_loss: 0.4949 - val_recall: 0.8162 Epoch 1835/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7924 - val_loss: 0.4998 - val_recall: 0.8186 Epoch 1836/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7846 - val_loss: 0.4920 - val_recall: 0.8064 Epoch 1837/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7892 - val_loss: 0.4954 - val_recall: 0.8137 Epoch 1838/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7802 - val_loss: 0.4952 - val_recall: 0.8039 Epoch 1839/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7863 - val_loss: 0.5038 - val_recall: 0.8088 Epoch 1840/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7781 - val_loss: 0.4957 - val_recall: 0.8137 Epoch 1841/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7769 - val_loss: 0.4993 - val_recall: 0.8088 Epoch 1842/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7844 - val_loss: 0.5005 - val_recall: 0.8064 Epoch 1843/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7765 - val_loss: 0.5021 - val_recall: 0.8137 Epoch 1844/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7832 - val_loss: 0.5011 - val_recall: 0.8186 Epoch 1845/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7884 - val_loss: 0.4994 - val_recall: 0.8186 Epoch 1846/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7807 - val_loss: 0.5063 - val_recall: 0.8064 Epoch 1847/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7813 - val_loss: 0.4927 - val_recall: 0.7941 Epoch 1848/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7792 - val_loss: 0.5028 - val_recall: 0.8137 Epoch 1849/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7775 - val_loss: 0.4991 - val_recall: 0.7990 Epoch 1850/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7861 - val_loss: 0.4946 - val_recall: 0.8137 Epoch 1851/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7802 - val_loss: 0.4988 - val_recall: 0.8186 Epoch 1852/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7892 - val_loss: 0.4960 - val_recall: 0.8137 Epoch 1853/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7855 - val_loss: 0.4958 - val_recall: 0.8137 Epoch 1854/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7792 - val_loss: 0.4971 - val_recall: 0.8186 Epoch 1855/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7748 - val_loss: 0.4998 - val_recall: 0.8088 Epoch 1856/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7784 - val_loss: 0.4932 - val_recall: 0.8064 Epoch 1857/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7781 - val_loss: 0.5047 - val_recall: 0.8064 Epoch 1858/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7792 - val_loss: 0.4980 - val_recall: 0.8064 Epoch 1859/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7832 - val_loss: 0.4947 - val_recall: 0.8039 Epoch 1860/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7828 - val_loss: 0.4920 - val_recall: 0.7990 Epoch 1861/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7823 - val_loss: 0.4905 - val_recall: 0.8039 Epoch 1862/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7794 - val_loss: 0.4998 - val_recall: 0.8064 Epoch 1863/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7876 - val_loss: 0.4971 - val_recall: 0.8039 Epoch 1864/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7821 - val_loss: 0.4977 - val_recall: 0.8137 Epoch 1865/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7786 - val_loss: 0.4968 - val_recall: 0.8137 Epoch 1866/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7830 - val_loss: 0.5030 - val_recall: 0.8113 Epoch 1867/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7784 - val_loss: 0.4984 - val_recall: 0.8088 Epoch 1868/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7842 - val_loss: 0.4926 - val_recall: 0.8088 Epoch 1869/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7817 - val_loss: 0.4968 - val_recall: 0.8113 Epoch 1870/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7784 - val_loss: 0.4946 - val_recall: 0.8113 Epoch 1871/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4831 - recall: 0.7928 - val_loss: 0.4996 - val_recall: 0.8113 Epoch 1872/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7861 - val_loss: 0.4914 - val_recall: 0.8137 Epoch 1873/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7828 - val_loss: 0.4946 - val_recall: 0.8064 Epoch 1874/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7796 - val_loss: 0.4969 - val_recall: 0.8088 Epoch 1875/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7838 - val_loss: 0.5033 - val_recall: 0.8088 Epoch 1876/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7903 - val_loss: 0.5022 - val_recall: 0.8064 Epoch 1877/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7775 - val_loss: 0.4984 - val_recall: 0.8113 Epoch 1878/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7828 - val_loss: 0.4926 - val_recall: 0.7990 Epoch 1879/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7790 - val_loss: 0.4991 - val_recall: 0.8113 Epoch 1880/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7817 - val_loss: 0.5025 - val_recall: 0.8162 Epoch 1881/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7846 - val_loss: 0.4911 - val_recall: 0.8113 Epoch 1882/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4839 - recall: 0.7897 - val_loss: 0.4901 - val_recall: 0.8015 Epoch 1883/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7775 - val_loss: 0.4999 - val_recall: 0.8088 Epoch 1884/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7869 - val_loss: 0.4981 - val_recall: 0.8088 Epoch 1885/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7832 - val_loss: 0.4945 - val_recall: 0.8088 Epoch 1886/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7924 - val_loss: 0.4918 - val_recall: 0.8015 Epoch 1887/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7846 - val_loss: 0.5024 - val_recall: 0.8235 Epoch 1888/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7890 - val_loss: 0.4898 - val_recall: 0.8039 Epoch 1889/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7853 - val_loss: 0.4949 - val_recall: 0.8088 Epoch 1890/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7848 - val_loss: 0.4997 - val_recall: 0.8186 Epoch 1891/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7817 - val_loss: 0.5002 - val_recall: 0.8039 Epoch 1892/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7825 - val_loss: 0.4952 - val_recall: 0.8039 Epoch 1893/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7796 - val_loss: 0.4951 - val_recall: 0.8088 Epoch 1894/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7876 - val_loss: 0.4967 - val_recall: 0.8064 Epoch 1895/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7813 - val_loss: 0.4945 - val_recall: 0.8113 Epoch 1896/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.4929 - val_recall: 0.8162 Epoch 1897/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7871 - val_loss: 0.5068 - val_recall: 0.8211 Epoch 1898/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4835 - recall: 0.7876 - val_loss: 0.4846 - val_recall: 0.8064 Epoch 1899/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7851 - val_loss: 0.4932 - val_recall: 0.8162 Epoch 1900/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7821 - val_loss: 0.5029 - val_recall: 0.8211 Epoch 1901/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7884 - val_loss: 0.5036 - val_recall: 0.8113 Epoch 1902/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.8014 - val_loss: 0.4947 - val_recall: 0.8162 Epoch 1903/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7779 - val_loss: 0.5040 - val_recall: 0.8039 Epoch 1904/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7802 - val_loss: 0.5078 - val_recall: 0.8137 Epoch 1905/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7884 - val_loss: 0.4933 - val_recall: 0.8064 Epoch 1906/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7767 - val_loss: 0.5015 - val_recall: 0.8113 Epoch 1907/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7874 - val_loss: 0.4931 - val_recall: 0.7966 Epoch 1908/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7838 - val_loss: 0.5060 - val_recall: 0.8260 Epoch 1909/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7922 - val_loss: 0.4973 - val_recall: 0.8064 Epoch 1910/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8041 - val_loss: 0.4975 - val_recall: 0.8088 Epoch 1911/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7863 - val_loss: 0.4930 - val_recall: 0.8088 Epoch 1912/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7775 - val_loss: 0.5038 - val_recall: 0.8113 Epoch 1913/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7871 - val_loss: 0.4988 - val_recall: 0.8137 Epoch 1914/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7805 - val_loss: 0.5060 - val_recall: 0.8260 Epoch 1915/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7851 - val_loss: 0.4959 - val_recall: 0.8113 Epoch 1916/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7756 - val_loss: 0.4994 - val_recall: 0.8015 Epoch 1917/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7876 - val_loss: 0.5105 - val_recall: 0.8235 Epoch 1918/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7790 - val_loss: 0.5016 - val_recall: 0.8064 Epoch 1919/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7802 - val_loss: 0.5091 - val_recall: 0.8137 Epoch 1920/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7838 - val_loss: 0.5038 - val_recall: 0.8113 Epoch 1921/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7911 - val_loss: 0.4930 - val_recall: 0.8113 Epoch 1922/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7970 - val_loss: 0.4869 - val_recall: 0.8088 Epoch 1923/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7777 - val_loss: 0.5043 - val_recall: 0.8186 Epoch 1924/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7865 - val_loss: 0.5043 - val_recall: 0.8186 Epoch 1925/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.8075 - val_loss: 0.4979 - val_recall: 0.8088 Epoch 1926/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4994 - val_recall: 0.8113 Epoch 1927/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7838 - val_loss: 0.4998 - val_recall: 0.8064 Epoch 1928/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7848 - val_loss: 0.4943 - val_recall: 0.8039 Epoch 1929/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7809 - val_loss: 0.4965 - val_recall: 0.8162 Epoch 1930/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.8020 - val_loss: 0.5087 - val_recall: 0.8235 Epoch 1931/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.8024 - val_loss: 0.4930 - val_recall: 0.8088 Epoch 1932/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.5095 - val_recall: 0.8088 Epoch 1933/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7796 - val_loss: 0.4958 - val_recall: 0.8088 Epoch 1934/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7903 - val_loss: 0.4955 - val_recall: 0.8211 Epoch 1935/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7836 - val_loss: 0.5023 - val_recall: 0.8186 Epoch 1936/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7838 - val_loss: 0.4936 - val_recall: 0.8113 Epoch 1937/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7882 - val_loss: 0.4923 - val_recall: 0.8088 Epoch 1938/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7805 - val_loss: 0.5023 - val_recall: 0.8113 Epoch 1939/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7943 - val_loss: 0.4932 - val_recall: 0.8137 Epoch 1940/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7888 - val_loss: 0.4948 - val_recall: 0.8211 Epoch 1941/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7811 - val_loss: 0.4996 - val_recall: 0.8186 Epoch 1942/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7869 - val_loss: 0.4997 - val_recall: 0.8260 Epoch 1943/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7802 - val_loss: 0.4976 - val_recall: 0.8113 Epoch 1944/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7809 - val_loss: 0.5010 - val_recall: 0.8211 Epoch 1945/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7997 - val_loss: 0.4939 - val_recall: 0.8284 Epoch 1946/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7895 - val_loss: 0.4914 - val_recall: 0.8186 Epoch 1947/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7905 - val_loss: 0.4981 - val_recall: 0.8186 Epoch 1948/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7895 - val_loss: 0.4998 - val_recall: 0.8039 Epoch 1949/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7861 - val_loss: 0.5033 - val_recall: 0.8211 Epoch 1950/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7897 - val_loss: 0.4909 - val_recall: 0.8186 Epoch 1951/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7836 - val_loss: 0.4988 - val_recall: 0.8186 Epoch 1952/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7934 - val_loss: 0.4865 - val_recall: 0.8162 Epoch 1953/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7836 - val_loss: 0.4933 - val_recall: 0.8162 Epoch 1954/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7878 - val_loss: 0.4944 - val_recall: 0.8186 Epoch 1955/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7802 - val_loss: 0.5059 - val_recall: 0.8162 Epoch 1956/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7848 - val_loss: 0.4999 - val_recall: 0.8088 Epoch 1957/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7805 - val_loss: 0.4985 - val_recall: 0.8039 Epoch 1958/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7836 - val_loss: 0.4984 - val_recall: 0.8064 Epoch 1959/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7800 - val_loss: 0.4976 - val_recall: 0.8137 Epoch 1960/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7823 - val_loss: 0.5012 - val_recall: 0.8113 Epoch 1961/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7807 - val_loss: 0.4970 - val_recall: 0.8137 Epoch 1962/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7796 - val_loss: 0.5111 - val_recall: 0.8235 Epoch 1963/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7899 - val_loss: 0.4976 - val_recall: 0.8211 Epoch 1964/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4974 - recall: 0.7809 - val_loss: 0.4979 - val_recall: 0.8186 Epoch 1965/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.8054 - val_loss: 0.4889 - val_recall: 0.8113 Epoch 1966/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7836 - val_loss: 0.4986 - val_recall: 0.8162 Epoch 1967/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4941 - val_recall: 0.8162 Epoch 1968/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7892 - val_loss: 0.4952 - val_recall: 0.8137 Epoch 1969/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7895 - val_loss: 0.4911 - val_recall: 0.8039 Epoch 1970/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7844 - val_loss: 0.4964 - val_recall: 0.8137 Epoch 1971/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7853 - val_loss: 0.4894 - val_recall: 0.8186 Epoch 1972/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7922 - val_loss: 0.4869 - val_recall: 0.8162 Epoch 1973/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7855 - val_loss: 0.4908 - val_recall: 0.8137 Epoch 1974/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7865 - val_loss: 0.4824 - val_recall: 0.8064 Epoch 1975/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7899 - val_loss: 0.5025 - val_recall: 0.8211 Epoch 1976/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7861 - val_loss: 0.5022 - val_recall: 0.8186 Epoch 1977/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7792 - val_loss: 0.4930 - val_recall: 0.8137 Epoch 1978/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7936 - val_loss: 0.5013 - val_recall: 0.8211 Epoch 1979/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.8144 - val_loss: 0.4859 - val_recall: 0.8088 Epoch 1980/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7846 - val_loss: 0.4968 - val_recall: 0.8211 Epoch 1981/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.8049 - val_loss: 0.4952 - val_recall: 0.8186 Epoch 1982/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.8005 - val_loss: 0.4940 - val_recall: 0.8137 Epoch 1983/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.8075 - val_loss: 0.4892 - val_recall: 0.8162 Epoch 1984/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.8031 - val_loss: 0.5069 - val_recall: 0.8211 Epoch 1985/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.8125 - val_loss: 0.4985 - val_recall: 0.8211 Epoch 1986/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.8068 - val_loss: 0.4917 - val_recall: 0.8113 Epoch 1987/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.8043 - val_loss: 0.5009 - val_recall: 0.8235 Epoch 1988/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.8150 - val_loss: 0.4930 - val_recall: 0.8260 Epoch 1989/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7853 - val_loss: 0.5013 - val_recall: 0.8137 Epoch 1990/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7968 - val_loss: 0.4969 - val_recall: 0.8113 Epoch 1991/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7871 - val_loss: 0.4907 - val_recall: 0.8162 Epoch 1992/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7968 - val_loss: 0.4911 - val_recall: 0.8162 Epoch 1993/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7805 - val_loss: 0.4990 - val_recall: 0.8211 Epoch 1994/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7848 - val_loss: 0.4975 - val_recall: 0.8186 Epoch 1995/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7897 - val_loss: 0.4946 - val_recall: 0.8211 Epoch 1996/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7995 - val_loss: 0.4934 - val_recall: 0.8088 Epoch 1997/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7892 - val_loss: 0.4876 - val_recall: 0.8064 Epoch 1998/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7878 - val_loss: 0.4949 - val_recall: 0.8235 Epoch 1999/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7848 - val_loss: 0.4983 - val_recall: 0.7966 Epoch 2000/2000 48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7901 - val_loss: 0.4888 - val_recall: 0.7990 CPU times: user 6min 6s, sys: 57.8 s, total: 7min 4s Wall time: 4min 36s
# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_5 = (model_5.predict(x_train_os) > 0.5)
# Predicting the validation results using 0.5 as the threshold
y_val_pred_5 = (model_5.predict(x_val) > 0.5)
# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_5 = (model_5.predict(x_test) > 0.5)
299/299 [==============================] - 0s 1ms/step 63/63 [==============================] - 0s 961us/step 63/63 [==============================] - 0s 1ms/step
# Display the training loss and validation loss
show_lineplot(data_train = history_5.history['loss'], data_val = history_5.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])
# Display the training recall and validation recall
show_lineplot(data_train = history_5.history['recall'], data_val = history_5.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])
# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_5, target_train = y_train_os, predictors_train = y_train_pred_5, target_val = y_val, predictors_val = y_val_pred_5)
| NN with SMOTE, Adam & Dropout (Training) | NN with SMOTE, Adam & Dropout (Validation) | |||||||
|---|---|---|---|---|---|---|---|---|
| precision | recall | f1-score | support | precision | recall | f1-score | support | |
| 0 | 0.82290 | 0.72645 | 0.77168 | 4778.00000 | 0.93322 | 0.71985 | 0.81277 | 1592.00000 |
| 1 | 0.75515 | 0.84366 | 0.79696 | 4778.00000 | 0.42228 | 0.79902 | 0.55254 | 408.00000 |
| accuracy | 0.78506 | 9556.00000 | 0.73600 | 2000.00000 | ||||
| macro avg | 0.78903 | 0.78506 | 0.78432 | 9556.00000 | 0.67775 | 0.75943 | 0.68265 | 2000.00000 |
| weighted avg | 0.78903 | 0.78506 | 0.78432 | 9556.00000 | 0.82899 | 0.73600 | 0.75968 | 2000.00000 |
# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_5, target = y_train_os, title = '(Training)')
# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_5, target = y_val, title = '(Validation)')
Observations:
# Display the comparison of training recall and validation recall
metric_train_val_list = [
(model_name_0, y_train, y_train_pred_0, y_val, y_val_pred_0, None, None),
(model_name_1, y_train, y_train_pred_1, y_val, y_val_pred_1, None, None),
(model_name_2, y_train, y_train_pred_2, y_val, y_val_pred_2, None, None),
(model_name_3, y_train_os, y_train_pred_3, y_val, y_val_pred_3, None, None),
(model_name_4, y_train_os, y_train_pred_4, y_val, y_val_pred_4, None, None),
(model_name_5, y_train_os, y_train_pred_5, y_val, y_val_pred_5, None, None)
]
show_model_recall_comp(metric_train_val_list)
| NN with SGD | NN with Adam | NN with Adam & Dropout | NN with SMOTE & SGD | NN with SMOTE & Adam | NN with SMOTE, Adam & Dropout | |
|---|---|---|---|---|---|---|
| Recall (Training) | 0.31097 | 0.49345 | 0.59411 | 0.73064 | 0.78799 | 0.84366 |
| Recall (Validation) | 0.30392 | 0.41667 | 0.50245 | 0.67402 | 0.71569 | 0.79902 |
| Difference (Training - Validation) | -0.00704 | -0.07679 | -0.09166 | -0.05662 | -0.07230 | -0.04464 |
Observations:
# Display the comparison of training recall and testing recall
metric_train_test_list = [
(model_name_0, y_train, y_train_pred_0, None, None, y_test, y_test_pred_0),
(model_name_1, y_train, y_train_pred_1, None, None, y_test, y_test_pred_1),
(model_name_2, y_train, y_train_pred_2, None, None, y_test, y_test_pred_2),
(model_name_3, y_train_os, y_train_pred_3, None, None, y_test, y_test_pred_3),
(model_name_4, y_train_os, y_train_pred_4, None, None, y_test, y_test_pred_4),
(model_name_5, y_train_os, y_train_pred_5, None, None, y_test, y_test_pred_5)
]
show_model_recall_comp(metric_train_test_list)
| NN with SGD | NN with Adam | NN with Adam & Dropout | NN with SMOTE & SGD | NN with SMOTE & Adam | NN with SMOTE, Adam & Dropout | |
|---|---|---|---|---|---|---|
| Recall (Training) | 0.31097 | 0.49345 | 0.59411 | 0.73064 | 0.78799 | 0.84366 |
| Recall (Testing) | 0.31204 | 0.45455 | 0.51351 | 0.65602 | 0.70516 | 0.78624 |
| Difference (Training - Testing) | 0.00107 | -0.03891 | -0.08059 | -0.07462 | -0.08283 | -0.05742 |
# Display the classification report for training and testing data
show_classification_report(model_name = model_name_5, target_train = y_train_os, predictors_train = y_train_pred_5, target_test = y_test, predictors_test = y_test_pred_5)
| NN with SMOTE, Adam & Dropout (Training) | NN with SMOTE, Adam & Dropout (Testing) | |||||||
|---|---|---|---|---|---|---|---|---|
| precision | recall | f1-score | support | precision | recall | f1-score | support | |
| 0 | 0.82290 | 0.72645 | 0.77168 | 4778.00000 | 0.92840 | 0.70810 | 0.80342 | 1593.00000 |
| 1 | 0.75515 | 0.84366 | 0.79696 | 4778.00000 | 0.40764 | 0.78624 | 0.53691 | 407.00000 |
| accuracy | 0.78506 | 9556.00000 | 0.72400 | 2000.00000 | ||||
| macro avg | 0.78903 | 0.78506 | 0.78432 | 9556.00000 | 0.66802 | 0.74717 | 0.67017 | 2000.00000 |
| weighted avg | 0.78903 | 0.78506 | 0.78432 | 9556.00000 | 0.82242 | 0.72400 | 0.74918 | 2000.00000 |
# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_5, target = y_train_os, title = '(Training)')
# Display the confision matrix using testing data
show_confusion_matrix(predictors = y_test_pred_5, target = y_test, title = '(Testing)')
Observations: